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Table of Contents Using This Manual .................................................................................................................................... xxix 1.The Contents of This Manual ............................................................................................................ xxix 2.The Contents of the Fluent Manuals .................................................................................................. xxx 3. Typographical Conventions ............................................................................................................ xxxii 4. Mathematical Conventions ............................................................................................................ xxxiv 5.Technical Support ........................................................................................................................... xxxv 1. Basic Fluid Flow ....................................................................................................................................... 1 1.1. Overview of Physical Models in ANSYS Fluent .................................................................................... 1 1.2. Continuity and Momentum Equations ............................................................................................... 2 1.2.1. The Mass Conservation Equation .............................................................................................. 2 1.2.2. Momentum Conservation Equations ........................................................................................ 3 1.3. User-Defined Scalar (UDS) Transport Equations .................................................................................. 3 1.3.1. Single Phase Flow .................................................................................................................... 4 1.3.2. Multiphase Flow ....................................................................................................................... 5 1.4. Periodic Flows .................................................................................................................................. 5 1.4.1. Overview ................................................................................................................................. 6 1.4.2. Limitations ............................................................................................................................... 7 1.4.3. Physics of Periodic Flows .......................................................................................................... 7 1.4.3.1. Definition of the Periodic Velocity .................................................................................... 7 1.4.3.2. Definition of the Streamwise-Periodic Pressure ................................................................ 7 1.5. Swirling and Rotating Flows .............................................................................................................. 8 1.5.1. Overview of Swirling and Rotating Flows .................................................................................. 9 1.5.1.1. Axisymmetric Flows with Swirl or Rotation ....................................................................... 9 1.5.1.1.1. Momentum Conservation Equation for Swirl Velocity ............................................. 10 1.5.1.2.Three-Dimensional Swirling Flows .................................................................................. 10 1.5.1.3. Flows Requiring a Moving Reference Frame ................................................................... 10 1.5.2. Physics of Swirling and Rotating Flows .................................................................................... 10 1.6. Compressible Flows ........................................................................................................................ 11 1.6.1.When to Use the Compressible Flow Model ............................................................................ 13 1.6.2. Physics of Compressible Flows ................................................................................................ 13 1.6.2.1. Basic Equations for Compressible Flows ......................................................................... 13 1.6.2.2.The Compressible Form of the Gas Law .......................................................................... 14 1.7. Inviscid Flows ................................................................................................................................. 14 1.7.1. Euler Equations ...................................................................................................................... 14 1.7.1.1.The Mass Conservation Equation .................................................................................... 15 1.7.1.2. Momentum Conservation Equations .............................................................................. 15 1.7.1.3. Energy Conservation Equation ....................................................................................... 15 2. Flows with Moving Reference Frames ................................................................................................... 17 2.1. Introduction ................................................................................................................................... 17 2.2. Flow in a Moving Reference Frame .................................................................................................. 18 2.2.1. Equations for a Moving Reference Frame ................................................................................ 19 2.2.1.1. Relative Velocity Formulation ......................................................................................... 20 2.2.1.2. Absolute Velocity Formulation ....................................................................................... 21 2.2.1.3. Relative Specification of the Reference Frame Motion ..................................................... 21 2.3. Flow in Multiple Reference Frames .................................................................................................. 22 2.3.1.The Multiple Reference Frame Model ...................................................................................... 22 2.3.1.1. Overview ....................................................................................................................... 22 2.3.1.2. Examples ....................................................................................................................... 23 2.3.1.3. The MRF Interface Formulation ...................................................................................... 24 2.3.1.3.1. Interface Treatment: Relative Velocity Formulation ................................................. 24 iii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. 2.3.1.3.2. Interface Treatment: Absolute Velocity Formulation ............................................... 25 2.3.2. The Mixing Plane Model ......................................................................................................... 25 2.3.2.1. Overview ....................................................................................................................... 26 2.3.2.2. Rotor and Stator Domains .............................................................................................. 26 2.3.2.3. The Mixing Plane Concept ............................................................................................. 27 2.3.2.4. Choosing an Averaging Method ..................................................................................... 28 2.3.2.4.1. Area Averaging ..................................................................................................... 28 2.3.2.4.2. Mass Averaging .................................................................................................... 28 2.3.2.4.3. Mixed-Out Averaging ............................................................................................ 29 2.3.2.5. Mixing Plane Algorithm of ANSYS Fluent ........................................................................ 29 2.3.2.6. Mass Conservation ........................................................................................................ 30 2.3.2.7. Swirl Conservation ......................................................................................................... 30 2.3.2.8. Total Enthalpy Conservation .......................................................................................... 31 3. Flows Using Sliding and Dynamic Meshes ............................................................................................ 33 3.1. Introduction ................................................................................................................................... 33 3.2. Dynamic Mesh Theory .................................................................................................................... 34 3.2.1. Conservation Equations ......................................................................................................... 35 3.2.2. Six DOF Solver Theory ............................................................................................................ 36 3.3. Sliding Mesh Theory ....................................................................................................................... 37 4.Turbulence ............................................................................................................................................. 39 4.1. Underlying Principles of Turbulence Modeling ................................................................................. 39 4.1.1. Reynolds (Ensemble) Averaging .............................................................................................. 39 4.1.2. Filtered Navier-Stokes Equations ............................................................................................. 40 4.1.3. Hybrid RANS-LES Formulations ............................................................................................... 41 4.1.4. Boussinesq Approach vs. Reynolds Stress Transport Models ..................................................... 41 4.2. Spalart-Allmaras Model ................................................................................................................... 42 4.2.1. Overview ............................................................................................................................... 42 4.2.2. Transport Equation for the Spalart-Allmaras Model ................................................................. 43 4.2.3. Modeling the Turbulent Viscosity ............................................................................................ 43 4.2.4. Modeling the Turbulent Production ........................................................................................ 43 4.2.5. Modeling the Turbulent Destruction ....................................................................................... 44 4.2.6. Model Constants .................................................................................................................... 45 4.2.7. Wall Boundary Conditions ...................................................................................................... 45 4.2.7.1.Treatment of the Spalart-Allmaras Model for Icing Simulations ....................................... 45 4.2.8. Convective Heat and Mass Transfer Modeling .......................................................................... 46 4.3. Standard, RNG, and Realizable k-ε Models ........................................................................................ 46 4.3.1. Standard k-ε Model ................................................................................................................ 47 4.3.1.1. Overview ....................................................................................................................... 47 4.3.1.2.Transport Equations for the Standard k-ε Model ............................................................. 47 4.3.1.3. Modeling the Turbulent Viscosity ................................................................................... 47 4.3.1.4. Model Constants ........................................................................................................... 48 4.3.2. RNG k-ε Model ....................................................................................................................... 48 4.3.2.1. Overview ....................................................................................................................... 48 4.3.2.2.Transport Equations for the RNG k-ε Model ..................................................................... 48 4.3.2.3. Modeling the Effective Viscosity ..................................................................................... 49 4.3.2.4. RNG Swirl Modification .................................................................................................. 49 4.3.2.5. Calculating the Inverse Effective Prandtl Numbers .......................................................... 50 4.3.2.6.The R-ε Term in the ε Equation ........................................................................................ 50 4.3.2.7. Model Constants ........................................................................................................... 51 4.3.3. Realizable k-ε Model ............................................................................................................... 51 4.3.3.1. Overview ....................................................................................................................... 51 4.3.3.2.Transport Equations for the Realizable k-ε Model ............................................................ 52 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information iv of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 4.3.3.3. Modeling the Turbulent Viscosity ................................................................................... 53 4.3.3.4. Model Constants ........................................................................................................... 54 4.3.4. Modeling Turbulent Production in the k-ε Models ................................................................... 54 4.3.5. Effects of Buoyancy on Turbulence in the k-ε Models ............................................................... 54 4.3.6. Effects of Compressibility on Turbulence in the k-ε Models ...................................................... 55 4.3.7. Convective Heat and Mass Transfer Modeling in the k-ε Models ............................................... 56 4.4. Standard, BSL, and SST k-ω Models ................................................................................................... 57 4.4.1. Standard k-ω Model ............................................................................................................... 58 4.4.1.1. Overview ....................................................................................................................... 58 4.4.1.2.Transport Equations for the Standard k-ω Model ............................................................. 58 4.4.1.3. Modeling the Effective Diffusivity ................................................................................... 58 4.4.1.3.1. Low-Reynolds Number Correction ......................................................................... 58 4.4.1.4. Modeling the Turbulence Production ............................................................................. 59 4.4.1.4.1. Production of k ..................................................................................................... 59 4.4.1.4.2. Production of ω ..................................................................................................... 59 4.4.1.5. Modeling the Turbulence Dissipation ............................................................................. 59 4.4.1.5.1. Dissipation of k ..................................................................................................... 59 4.4.1.5.2. Dissipation of ω ..................................................................................................... 60 4.4.1.5.3. Compressibility Effects .......................................................................................... 60 4.4.1.6. Model Constants ........................................................................................................... 61 4.4.2. Baseline (BSL) k-ω Model ........................................................................................................ 61 4.4.2.1. Overview ....................................................................................................................... 61 4.4.2.2.Transport Equations for the BSL k-ω Model ..................................................................... 61 4.4.2.3. Modeling the Effective Diffusivity ................................................................................... 62 4.4.2.4. Modeling the Turbulence Production ............................................................................. 62 4.4.2.4.1. Production of k ..................................................................................................... 62 4.4.2.4.2. Production of ω ..................................................................................................... 62 4.4.2.5. Modeling the Turbulence Dissipation ............................................................................. 63 4.4.2.5.1. Dissipation of k ..................................................................................................... 63 4.4.2.5.2. Dissipation of ω ..................................................................................................... 63 4.4.2.6. Cross-Diffusion Modification .......................................................................................... 63 4.4.2.7. Model Constants ........................................................................................................... 63 4.4.3. Shear-Stress Transport (SST) k-ω Model ................................................................................... 64 4.4.3.1. Overview ....................................................................................................................... 64 4.4.3.2. Modeling the Turbulent Viscosity ................................................................................... 64 4.4.3.3. Model Constants ........................................................................................................... 64 4.4.3.4.Treatment of the SST Model for Icing Simulations ........................................................... 64 4.4.4.Turbulence Damping .............................................................................................................. 65 4.4.5. Wall Boundary Conditions ...................................................................................................... 66 4.5. k-kl-ω Transition Model ................................................................................................................... 66 4.5.1. Overview ............................................................................................................................... 67 4.5.2.Transport Equations for the k-kl-ω Model ................................................................................ 67 4.5.2.1. Model Constants ........................................................................................................... 69 4.6.Transition SST Model ....................................................................................................................... 70 4.6.1. Overview ............................................................................................................................... 70 4.6.2.Transport Equations for the Transition SST Model .................................................................... 71 4.6.2.1. Separation-Induced Transition Correction ...................................................................... 73 4.6.2.2. Coupling the Transition Model and SST Transport Equations ........................................... 73 4.6.2.3.Transition SST and Rough Walls ...................................................................................... 73 4.6.3. Mesh Requirements ............................................................................................................... 74 4.6.4. Specifying Inlet Turbulence Levels .......................................................................................... 77 4.7. Intermittency Transition Model ....................................................................................................... 78 v Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 4.7.1. Overview ............................................................................................................................... 78 4.7.2.Transport Equations for the Intermittency Transition Model ..................................................... 79 4.7.3. Coupling with the Other Models ............................................................................................. 81 4.7.4. Intermittency Transition Model and Rough Walls ..................................................................... 81 4.8.The V2F Model ................................................................................................................................ 81 4.9. Reynolds Stress Model (RSM) ........................................................................................................... 82 4.9.1. Overview ............................................................................................................................... 82 4.9.2. Reynolds Stress Transport Equations ....................................................................................... 83 4.9.3. Modeling Turbulent Diffusive Transport .................................................................................. 84 4.9.4. Modeling the Pressure-Strain Term ......................................................................................... 84 4.9.4.1. Linear Pressure-Strain Model .......................................................................................... 84 4.9.4.2. Low-Re Modifications to the Linear Pressure-Strain Model .............................................. 85 4.9.4.3. Quadratic Pressure-Strain Model .................................................................................... 86 4.9.4.4. Stress-Omega Model ..................................................................................................... 86 4.9.4.5. Stress-BSL Model ........................................................................................................... 88 4.9.5. Effects of Buoyancy on Turbulence ......................................................................................... 88 4.9.6. Modeling the Turbulence Kinetic Energy ................................................................................. 88 4.9.7. Modeling the Dissipation Rate ................................................................................................ 89 4.9.8. Modeling the Turbulent Viscosity ............................................................................................ 89 4.9.9. Wall Boundary Conditions ...................................................................................................... 90 4.9.10. Convective Heat and Mass Transfer Modeling ........................................................................ 90 4.10. Scale-Adaptive Simulation (SAS) Model ......................................................................................... 91 4.10.1. Overview ............................................................................................................................. 91 4.10.2.Transport Equations for the SST-SAS Model ........................................................................... 92 4.10.3. SAS with Other ω-Based Turbulence Models .......................................................................... 94 4.11. Detached Eddy Simulation (DES) ................................................................................................... 94 4.11.1. Overview ............................................................................................................................. 94 4.11.2. DES with the Spalart-Allmaras Model .................................................................................... 95 4.11.3. DES with the Realizable k-ε Model ......................................................................................... 95 4.11.4. DES with the BSL or SST k-ω Model ....................................................................................... 96 4.11.5. DES with the Transition SST Model ........................................................................................ 97 4.11.6. Improved Delayed Detached Eddy Simulation (IDDES) .......................................................... 97 4.11.6.1. Overview of IDDES ....................................................................................................... 97 4.11.6.2. IDDES Model Formulation ............................................................................................ 98 4.12. Shielded Detached Eddy Simulation (SDES) ................................................................................... 98 4.12.1. Shielding Function ............................................................................................................... 99 4.12.2. LES Mode of SDES .............................................................................................................. 100 4.13. Stress-Blended Eddy Simulation (SBES) ........................................................................................ 101 4.13.1. Stress Blending ................................................................................................................... 102 4.13.2. SDES and SBES Example ..................................................................................................... 102 4.14. Large Eddy Simulation (LES) Model .............................................................................................. 103 4.14.1. Overview ........................................................................................................................... 103 4.14.2. Subgrid-Scale Models ......................................................................................................... 104 4.14.2.1. Smagorinsky-Lilly Model ............................................................................................ 105 4.14.2.2. Dynamic Smagorinsky-Lilly Model .............................................................................. 106 4.14.2.3.Wall-Adapting Local Eddy-Viscosity (WALE) Model ...................................................... 107 4.14.2.4. Algebraic Wall-Modeled LES Model (WMLES) .............................................................. 107 4.14.2.4.1. Algebraic WMLES Model Formulation ................................................................ 108 4.14.2.4.1.1. Reynolds Number Scaling ......................................................................... 108 4.14.2.4.2. Algebraic WMLES S-Omega Model Formulation ................................................. 109 4.14.2.5. Dynamic Kinetic Energy Subgrid-Scale Model ............................................................. 110 4.14.3. Inlet Boundary Conditions for the LES Model ....................................................................... 110 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information vi of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 4.14.3.1.Vortex Method ........................................................................................................... 111 4.14.3.2. Spectral Synthesizer ................................................................................................... 112 4.15. Embedded Large Eddy Simulation (ELES) ..................................................................................... 113 4.15.1. Overview ........................................................................................................................... 113 4.15.2. Selecting a Model ............................................................................................................... 113 4.15.3. Interfaces Treatment ........................................................................................................... 114 4.15.3.1. RANS-LES Interface .................................................................................................... 114 4.15.3.2. LES-RANS Interface .................................................................................................... 114 4.15.3.3. Internal Interface Without LES Zone ........................................................................... 115 4.15.3.4. Grid Generation Guidelines ........................................................................................ 115 4.16. Near-Wall Treatments for Wall-Bounded Turbulent Flows .............................................................. 116 4.16.1. Overview ........................................................................................................................... 116 4.16.1.1.Wall Functions vs. Near-Wall Model ............................................................................. 117 4.16.1.2. Wall Functions ........................................................................................................... 119 4.16.2. Standard Wall Functions ..................................................................................................... 119 4.16.2.1. Momentum ............................................................................................................... 119 4.16.2.2. Energy ....................................................................................................................... 120 4.16.2.3. Species ...................................................................................................................... 122 4.16.2.4. Turbulence ................................................................................................................ 122 4.16.3. Scalable Wall Functions ....................................................................................................... 123 4.16.4. Non-Equilibrium Wall Functions .......................................................................................... 123 4.16.4.1. Standard Wall Functions vs. Non-Equilibrium Wall Functions ....................................... 125 4.16.4.2. Limitations of the Wall Function Approach ................................................................. 125 4.16.5. Enhanced Wall Treatment ε-Equation (EWT-ε) ...................................................................... 125 4.16.5.1.Two-Layer Model for Enhanced Wall Treatment ........................................................... 126 4.16.5.2. Enhanced Wall Treatment for Momentum and Energy Equations ................................. 127 4.16.6. Menter-Lechner ε-Equation (ML-ε) ...................................................................................... 129 4.16.6.1. Momentum Equations ............................................................................................... 131 4.16.6.2. k-ε Turbulence Models ............................................................................................... 131 4.16.6.3. Iteration Improvements ............................................................................................. 131 4.16.7. y -Insensitive Wall Treatment ω-Equation ........................................................................... 131 4.16.8. User-Defined Wall Functions ............................................................................................... 132 4.16.9. LES Near-Wall Treatment ..................................................................................................... 132 4.17. Curvature Correction for the Spalart-Allmaras and Two-Equation Models ..................................... 132 4.18. Production Limiters for Two-Equation Models .............................................................................. 134 4.19. Definition of Turbulence Scales .................................................................................................... 136 4.19.1. RANS and Hybrid (SAS, DES, and SDES) Turbulence Models .................................................. 136 4.19.2. Large Eddy Simulation (LES) Models .................................................................................... 136 4.19.3. Stress-Blended Eddy Simulation (SBES) Model ..................................................................... 137 5. Heat Transfer ....................................................................................................................................... 139 5.1. Introduction ................................................................................................................................. 139 5.2. Modeling Conductive and Convective Heat Transfer ...................................................................... 139 5.2.1. Heat Transfer Theory ............................................................................................................. 139 5.2.1.1.The Energy Equation .................................................................................................... 139 5.2.1.2.The Energy Equation in Moving Reference Frames ........................................................ 140 5.2.1.3.The Energy Equation for the Non-Premixed Combustion Model .................................... 140 5.2.1.4. Inclusion of Pressure Work and Kinetic Energy Terms .................................................... 141 5.2.1.5. Inclusion of the Viscous Dissipation Terms .................................................................... 141 5.2.1.6. Inclusion of the Species Diffusion Term ........................................................................ 141 5.2.1.7. Energy Sources Due to Reaction ................................................................................... 142 5.2.1.8. Energy Sources Due To Radiation ................................................................................. 142 5.2.1.9. Energy Source Due To Joule Heating ............................................................................ 142 vii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 5.2.1.10. Interphase Energy Sources ......................................................................................... 142 5.2.1.11. Energy Equation in Solid Regions ............................................................................... 142 5.2.1.12. Anisotropic Conductivity in Solids .............................................................................. 143 5.2.1.13. Diffusion at Inlets ....................................................................................................... 143 5.2.2. Natural Convection and Buoyancy-Driven Flows Theory ........................................................ 143 5.3. Modeling Radiation ...................................................................................................................... 144 5.3.1. Overview and Limitations ..................................................................................................... 144 5.3.1.1. Advantages and Limitations of the DTRM ..................................................................... 145 5.3.1.2. Advantages and Limitations of the P-1 Model ............................................................... 145 5.3.1.3. Advantages and Limitations of the Rosseland Model .................................................... 146 5.3.1.4. Advantages and Limitations of the DO Model ............................................................... 146 5.3.1.5. Advantages and Limitations of the S2S Model .............................................................. 146 5.3.1.6. Advantages and Limitations of the MC Model ............................................................... 147 5.3.2. Radiative Transfer Equation .................................................................................................. 148 5.3.3. P-1 Radiation Model Theory .................................................................................................. 149 5.3.3.1. The P-1 Model Equations ............................................................................................. 150 5.3.3.2. Anisotropic Scattering ................................................................................................. 151 5.3.3.3. Particulate Effects in the P-1 Model .............................................................................. 151 5.3.3.4. Boundary Condition Treatment for the P-1 Model at Walls ............................................. 152 5.3.3.5. Boundary Condition Treatment for the P-1 Model at Flow Inlets and Exits ...................... 153 5.3.4. Rosseland Radiation Model Theory ....................................................................................... 153 5.3.4.1.The Rosseland Model Equations ................................................................................... 153 5.3.4.2. Anisotropic Scattering ................................................................................................. 154 5.3.4.3. Boundary Condition Treatment at Walls ........................................................................ 154 5.3.4.4. Boundary Condition Treatment at Flow Inlets and Exits ................................................. 154 5.3.5. Discrete Transfer Radiation Model (DTRM) Theory ................................................................. 154 5.3.5.1.The DTRM Equations .................................................................................................... 154 5.3.5.2. Ray Tracing .................................................................................................................. 155 5.3.5.3. Clustering .................................................................................................................... 155 5.3.5.4. Boundary Condition Treatment for the DTRM at Walls ................................................... 156 5.3.5.5. Boundary Condition Treatment for the DTRM at Flow Inlets and Exits ............................ 156 5.3.6. Discrete Ordinates (DO) Radiation Model Theory ................................................................... 157 5.3.6.1. The DO Model Equations ............................................................................................. 157 5.3.6.2. Energy Coupling and the DO Model ............................................................................. 158 5.3.6.2.1. Limitations of DO/Energy Coupling ..................................................................... 159 5.3.6.3. Angular Discretization and Pixelation ........................................................................... 159 5.3.6.4. Anisotropic Scattering ................................................................................................. 162 5.3.6.5. Particulate Effects in the DO Model .............................................................................. 163 5.3.6.6. Boundary and Cell Zone Condition Treatment at Opaque Walls ..................................... 163 5.3.6.6.1. Gray Diffuse Walls ............................................................................................... 165 5.3.6.6.2. Non-Gray Diffuse Walls ........................................................................................ 165 5.3.6.7. Cell Zone and Boundary Condition Treatment at Semi-Transparent Walls ...................... 165 5.3.6.7.1. Semi-Transparent Interior Walls ........................................................................... 166 5.3.6.7.2. Specular Semi-Transparent Walls ......................................................................... 167 5.3.6.7.3. Diffuse Semi-Transparent Walls ............................................................................ 169 5.3.6.7.4. Partially Diffuse Semi-Transparent Walls ............................................................... 170 5.3.6.7.5. Semi-Transparent Exterior Walls ........................................................................... 170 5.3.6.7.6. Limitations .......................................................................................................... 172 5.3.6.7.7. Solid Semi-Transparent Media ............................................................................. 173 5.3.6.8. Boundary Condition Treatment at Specular Walls and Symmetry Boundaries ................. 173 5.3.6.9. Boundary Condition Treatment at Periodic Boundaries ................................................. 173 5.3.6.10. Boundary Condition Treatment at Flow Inlets and Exits ............................................... 173 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information viii of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 5.3.7. Surface-to-Surface (S2S) Radiation Model Theory .................................................................. 173 5.3.7.1. Gray-Diffuse Radiation ................................................................................................. 173 5.3.7.2.The S2S Model Equations ............................................................................................. 174 5.3.7.3. Clustering .................................................................................................................... 175 5.3.7.3.1. Clustering and View Factors ................................................................................ 175 5.3.7.3.2. Clustering and Radiosity ...................................................................................... 175 5.3.8. Monte Carlo (MC) Radiation Model Theory ............................................................................ 176 5.3.8.1. The MC Model Equations ............................................................................................. 176 5.3.8.1.1. Monte Carlo Solution Accuracy ............................................................................ 176 5.3.8.2. Boundary Condition Treatment for the MC Model ......................................................... 177 5.3.9. Radiation in Combusting Flows ............................................................................................ 177 5.3.9.1. The Weighted-Sum-of-Gray-Gases Model ..................................................................... 177 5.3.9.1.1.When the Total (Static) Gas Pressure is Not Equal to 1 atm .................................... 178 5.3.9.2.The Effect of Soot on the Absorption Coefficient ........................................................... 179 5.3.9.3.The Effect of Particles on the Absorption Coefficient ..................................................... 179 5.3.10. Choosing a Radiation Model ............................................................................................... 179 5.3.10.1. External Radiation ...................................................................................................... 180 6. Heat Exchangers .................................................................................................................................. 181 6.1.The Macro Heat Exchanger Models ................................................................................................ 181 6.1.1. Overview of the Macro Heat Exchanger Models .................................................................... 181 6.1.2. Restrictions of the Macro Heat Exchanger Models ................................................................. 183 6.1.3. Macro Heat Exchanger Model Theory .................................................................................... 184 6.1.3.1. Streamwise Pressure Drop ........................................................................................... 185 6.1.3.2. Heat Transfer Effectiveness ........................................................................................... 186 6.1.3.3. Heat Rejection ............................................................................................................. 187 6.1.3.4. Macro Heat Exchanger Group Connectivity .................................................................. 188 6.2. The Dual Cell Model ...................................................................................................................... 189 6.2.1. Overview of the Dual Cell Model ........................................................................................... 189 6.2.2. Restrictions of the Dual Cell Model ........................................................................................ 190 6.2.3. Dual Cell Model Theory ......................................................................................................... 190 6.2.3.1. NTU Relations .............................................................................................................. 191 6.2.3.2. Heat Rejection ............................................................................................................. 191 7. Species Transport and Finite-Rate Chemistry ..................................................................................... 193 7.1. Volumetric Reactions .................................................................................................................... 193 7.1.1. Species Transport Equations ................................................................................................. 193 7.1.1.1. Mass Diffusion in Laminar Flows ................................................................................... 194 7.1.1.2. Mass Diffusion in Turbulent Flows ................................................................................ 194 7.1.1.3.Treatment of Species Transport in the Energy Equation ................................................. 194 7.1.1.4. Diffusion at Inlets ......................................................................................................... 194 7.1.2.The Generalized Finite-Rate Formulation for Reaction Modeling ............................................ 195 7.1.2.1. Direct Use of Finite-Rate Kinetics (no TCI) ...................................................................... 195 7.1.2.2. Pressure-Dependent Reactions .................................................................................... 197 7.1.2.3.The Eddy-Dissipation Model ......................................................................................... 199 7.1.2.4. The Eddy-Dissipation Model for LES ............................................................................. 200 7.1.2.5. The Eddy-Dissipation-Concept (EDC) Model ................................................................. 200 7.1.2.6.The Thickened Flame Model ......................................................................................... 202 7.1.2.7.The Relaxation to Chemical Equilibrium Model ............................................................. 203 7.2.Wall Surface Reactions and Chemical Vapor Deposition .................................................................. 205 7.2.1. Surface Coverage Reaction Rate Modification ....................................................................... 206 7.2.2. Reaction-Diffusion Balance for Surface Chemistry ................................................................. 207 7.2.3. Slip Boundary Formulation for Low-Pressure Gas Systems ..................................................... 207 7.3. Particle Surface Reactions ............................................................................................................. 209 ix Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 7.3.1. General Description .............................................................................................................. 209 7.3.2. ANSYS Fluent Model Formulation ......................................................................................... 210 7.3.3. Extension for Stoichiometries with Multiple Gas Phase Reactants .......................................... 211 7.3.4. Solid-Solid Reactions ............................................................................................................ 212 7.3.5. Solid Decomposition Reactions ............................................................................................ 212 7.3.6. Solid Deposition Reactions ................................................................................................... 212 7.3.7. Gaseous Solid Catalyzed Reactions on the Particle Surface .................................................... 212 7.4. Electrochemical Reactions ............................................................................................................. 213 7.4.1. Overview and Limitations ..................................................................................................... 213 7.4.2. Electrochemical Reaction Model Theory ................................................................................ 213 7.5. Reacting Channel Model ............................................................................................................... 216 7.5.1. Overview and Limitations ..................................................................................................... 216 7.5.2. Reacting Channel Model Theory ........................................................................................... 217 7.5.2.1. Flow Inside the Reacting Channel ................................................................................. 217 7.5.2.2. Surface Reactions in the Reacting Channel ................................................................... 218 7.5.2.3. Porous Medium Inside Reacting Channel ...................................................................... 219 7.5.2.4. Outer Flow in the Shell ................................................................................................. 219 7.6. Reactor Network Model ................................................................................................................ 220 7.6.1. Reactor Network Model Theory ............................................................................................ 220 7.6.1.1. Reactor network temperature solution ......................................................................... 221 8. Non-Premixed Combustion ................................................................................................................. 223 8.1. Introduction ................................................................................................................................. 223 8.2. Non-Premixed Combustion and Mixture Fraction Theory ............................................................... 223 8.2.1. Mixture Fraction Theory ....................................................................................................... 224 8.2.1.1. Definition of the Mixture Fraction ................................................................................ 224 8.2.1.2.Transport Equations for the Mixture Fraction ................................................................ 226 8.2.1.3. The Non-Premixed Model for LES ................................................................................. 227 8.2.1.4. Mixture Fraction vs. Equivalence Ratio .......................................................................... 227 8.2.1.5. Relationship of Mixture Fraction to Species Mass Fraction, Density, and Temperature ..... 228 8.2.2. Modeling of Turbulence-Chemistry Interaction ..................................................................... 229 8.2.2.1. Description of the Probability Density Function ............................................................ 229 8.2.2.2. Derivation of Mean Scalar Values from the Instantaneous Mixture Fraction ................... 229 8.2.2.3. The Assumed-Shape PDF ............................................................................................. 230 8.2.2.3.1.The Double Delta Function PDF ........................................................................... 230 8.2.2.3.2.The β-Function PDF ............................................................................................. 231 8.2.3. Non-Adiabatic Extensions of the Non-Premixed Model .......................................................... 232 8.2.4. Chemistry Tabulation ........................................................................................................... 234 8.2.4.1. Look-Up Tables for Adiabatic Systems ........................................................................... 234 8.2.4.2. 3D Look-Up Tables for Non-Adiabatic Systems .............................................................. 236 8.2.4.3. Generating Lookup Tables Through Automated Grid Refinement .................................. 238 8.3. Restrictions and Special Cases for Using the Non-Premixed Model ................................................. 240 8.3.1. Restrictions on the Mixture Fraction Approach ...................................................................... 240 8.3.2. Using the Non-Premixed Model for Liquid Fuel or Coal Combustion ...................................... 243 8.3.3. Using the Non-Premixed Model with Flue Gas Recycle .......................................................... 244 8.3.4. Using the Non-Premixed Model with the Inert Model ............................................................ 244 8.3.4.1. Mixture Composition ................................................................................................... 245 8.3.4.1.1. Property Evaluation ............................................................................................. 246 8.4.The Diffusion Flamelet Models Theory ........................................................................................... 246 8.4.1. Restrictions and Assumptions ............................................................................................... 246 8.4.2.The Flamelet Concept ........................................................................................................... 246 8.4.2.1. Overview ..................................................................................................................... 246 8.4.2.2. Strain Rate and Scalar Dissipation ................................................................................. 248 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information x of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 8.4.2.3. Embedding Diffusion Flamelets in Turbulent Flames ..................................................... 248 8.4.3. Flamelet Generation ............................................................................................................. 249 8.4.4. Flamelet Import ................................................................................................................... 250 8.5. The Steady Diffusion Flamelet Model Theory ................................................................................. 251 8.5.1. Overview ............................................................................................................................. 252 8.5.2. Multiple Steady Flamelet Libraries ........................................................................................ 252 8.5.3. Steady Diffusion Flamelet Automated Grid Refinement ......................................................... 253 8.5.4. Non-Adiabatic Steady Diffusion Flamelets ............................................................................. 253 8.6. The Unsteady Diffusion Flamelet Model Theory ............................................................................. 254 8.6.1. The Eulerian Unsteady Laminar Flamelet Model .................................................................... 254 8.6.1.1. Liquid Reactions .......................................................................................................... 256 8.6.2. The Diesel Unsteady Laminar Flamelet Model ....................................................................... 257 8.6.3. Multiple Diesel Unsteady Flamelets ....................................................................................... 257 8.6.4. Multiple Diesel Unsteady Flamelets with Flamelet Reset ........................................................ 258 8.6.4.1. Resetting the Flamelets ................................................................................................ 258 9. Premixed Combustion ......................................................................................................................... 261 9.1. Overview and Limitations ............................................................................................................. 261 9.1.1. Overview ............................................................................................................................. 261 9.1.2. Limitations ........................................................................................................................... 262 9.2. C-Equation Model Theory .............................................................................................................. 262 9.2.1. Propagation of the Flame Front ............................................................................................ 262 9.3. G-Equation Model Theory ............................................................................................................. 264 9.3.1. Numerical Solution of the G-equation ................................................................................... 265 9.4. Turbulent Flame Speed Models ..................................................................................................... 265 9.4.1. Zimont Turbulent Flame Speed Closure Model ...................................................................... 265 9.4.1.1. Zimont Turbulent Flame Speed Closure for LES ............................................................. 266 9.4.1.2. Flame Stretch Effect ..................................................................................................... 267 9.4.1.3. Gradient Diffusion ....................................................................................................... 267 9.4.1.4.Wall Damping .............................................................................................................. 268 9.4.2. Peters Flame Speed Model .................................................................................................... 268 9.4.2.1. Peters Flame Speed Model for LES ................................................................................ 269 9.5. Extended Coherent Flamelet Model Theory ................................................................................... 270 9.5.1. Closure for ECFM Source Terms ............................................................................................. 272 9.5.2.Turbulent Flame Speed in ECFM ............................................................................................ 274 9.5.3. LES and ECFM ...................................................................................................................... 274 9.6. Calculation of Properties ............................................................................................................... 276 9.6.1. Calculation of Temperature ................................................................................................... 277 9.6.1.1. Adiabatic Temperature Calculation ............................................................................... 277 9.6.1.2. Non-Adiabatic Temperature Calculation ....................................................................... 277 9.6.2. Calculation of Density .......................................................................................................... 277 9.6.3. Laminar Flame Speed ........................................................................................................... 278 9.6.4. Unburnt Density and Thermal Diffusivity ............................................................................... 278 10. Partially Premixed Combustion ........................................................................................................ 279 10.1. Overview .................................................................................................................................... 279 10.2. Limitations .................................................................................................................................. 279 10.3. Partially Premixed Combustion Theory ........................................................................................ 280 10.3.1. Chemical Equilibrium and Steady Diffusion Flamelet Models ............................................... 280 10.3.2. Flamelet Generated Manifold (FGM) model ......................................................................... 281 10.3.2.1. Premixed FGMs .......................................................................................................... 281 10.3.2.2. Diffusion FGMs .......................................................................................................... 283 10.3.3. FGM Turbulent Closure ....................................................................................................... 283 10.3.4. Calculation of Mixture Properties ........................................................................................ 285 xi Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 10.3.5. Calculation of Unburnt Properties ....................................................................................... 286 10.3.6. Laminar Flame Speed ......................................................................................................... 286 11. Composition PDF Transport .............................................................................................................. 289 11.1. Overview and Limitations ............................................................................................................ 289 11.2. Composition PDF Transport Theory ............................................................................................. 289 11.3.The Lagrangian Solution Method ................................................................................................. 290 11.3.1. Particle Convection ............................................................................................................ 291 11.3.2. Particle Mixing ................................................................................................................... 292 11.3.2.1.The Modified Curl Model ............................................................................................ 292 11.3.2.2.The IEM Model ........................................................................................................... 292 11.3.2.3. The EMST Model ........................................................................................................ 293 11.3.2.4. Liquid Reactions ........................................................................................................ 293 11.3.3. Particle Reaction ................................................................................................................. 293 11.4. The Eulerian Solution Method ..................................................................................................... 294 11.4.1. Reaction ............................................................................................................................. 295 11.4.2. Mixing ................................................................................................................................ 295 11.4.3. Correction .......................................................................................................................... 295 11.4.4. Calculation of Composition Mean and Variance ................................................................... 296 12. Chemistry Acceleration ..................................................................................................................... 297 12.1. Overview and Limitations ............................................................................................................ 297 12.2. In-Situ Adaptive Tabulation (ISAT) ................................................................................................ 297 12.3. Dynamic Mechanism Reduction .................................................................................................. 299 12.3.1. Directed Relation Graph (DRG) Method for Mechanism Reduction ....................................... 300 12.4. Chemistry Agglomeration ........................................................................................................... 301 12.4.1. Binning Algorithm .............................................................................................................. 302 12.5. Chemical Mechanism Dimension Reduction ................................................................................ 304 12.5.1. Selecting the Represented Species ...................................................................................... 304 12.6. Dynamic Cell Clustering with ANSYS CHEMKIN-CFD Solver ........................................................... 305 13. Engine Ignition .................................................................................................................................. 307 13.1. Spark Model ................................................................................................................................ 307 13.1.1. Overview and Limitations ................................................................................................... 307 13.1.2. Spark Model Theory ............................................................................................................ 307 13.1.3. ECFM Spark Model Variants ................................................................................................. 310 13.2. Autoignition Models ................................................................................................................... 311 13.2.1. Model Overview ................................................................................................................. 311 13.2.2. Model Limitations .............................................................................................................. 311 13.2.3. Ignition Model Theory ........................................................................................................ 312 13.2.3.1.Transport of Ignition Species ...................................................................................... 312 13.2.3.2. Knock Modeling ........................................................................................................ 312 13.2.3.2.1. Modeling of the Source Term ............................................................................. 313 13.2.3.2.2. Correlations ...................................................................................................... 313 13.2.3.2.3. Energy Release .................................................................................................. 314 13.2.3.3. Ignition Delay Modeling ............................................................................................. 314 13.2.3.3.1. Modeling of the Source Term ............................................................................. 314 13.2.3.3.2. Correlations ...................................................................................................... 315 13.2.3.3.3. Energy Release .................................................................................................. 315 13.3. Crevice Model ............................................................................................................................. 315 13.3.1. Overview ........................................................................................................................... 315 13.3.1.1. Model Parameters ...................................................................................................... 316 13.3.2. Limitations ......................................................................................................................... 317 13.3.3. Crevice Model Theory ......................................................................................................... 318 14. Pollutant Formation .......................................................................................................................... 319 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xii of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 14.1. NOx Formation ........................................................................................................................... 319 14.1.1. Overview ........................................................................................................................... 319 14.1.1.1. NOx Modeling in ANSYS Fluent .................................................................................. 319 14.1.1.2. NOx Formation and Reduction in Flames .................................................................... 320 14.1.2. Governing Equations for NOx Transport .............................................................................. 320 14.1.3.Thermal NOx Formation ...................................................................................................... 321 14.1.3.1. Thermal NOx Reaction Rates ...................................................................................... 321 14.1.3.2. The Quasi-Steady Assumption for [N] ......................................................................... 321 14.1.3.3.Thermal NOx Temperature Sensitivity ......................................................................... 322 14.1.3.4. Decoupled Thermal NOx Calculations ......................................................................... 322 14.1.3.5. Approaches for Determining O Radical Concentration ................................................ 322 14.1.3.5.1. Method 1: Equilibrium Approach ....................................................................... 322 14.1.3.5.2. Method 2: Partial Equilibrium Approach ............................................................. 323 14.1.3.5.3. Method 3: Predicted O Approach ....................................................................... 323 14.1.3.6. Approaches for Determining OH Radical Concentration .............................................. 323 14.1.3.6.1. Method 1: Exclusion of OH Approach ................................................................. 323 14.1.3.6.2. Method 2: Partial Equilibrium Approach ............................................................. 323 14.1.3.6.3. Method 3: Predicted OH Approach ..................................................................... 324 14.1.3.7. Summary ................................................................................................................... 324 14.1.4. Prompt NOx Formation ....................................................................................................... 324 14.1.4.1. Prompt NOx Combustion Environments ..................................................................... 324 14.1.4.2. Prompt NOx Mechanism ............................................................................................ 324 14.1.4.3. Prompt NOx Formation Factors .................................................................................. 325 14.1.4.4. Primary Reaction ....................................................................................................... 325 14.1.4.5. Modeling Strategy ..................................................................................................... 325 14.1.4.6. Rate for Most Hydrocarbon Fuels ................................................................................ 326 14.1.4.7. Oxygen Reaction Order .............................................................................................. 326 14.1.5. Fuel NOx Formation ............................................................................................................ 327 14.1.5.1. Fuel-Bound Nitrogen ................................................................................................. 327 14.1.5.2. Reaction Pathways ..................................................................................................... 327 14.1.5.3. Fuel NOx from Gaseous and Liquid Fuels .................................................................... 327 14.1.5.3.1. Fuel NOx from Intermediate Hydrogen Cyanide (HCN) ....................................... 328 14.1.5.3.1.1. HCN Production in a Gaseous Fuel ............................................................ 328 14.1.5.3.1.2. HCN Production in a Liquid Fuel ................................................................ 328 14.1.5.3.1.3. HCN Consumption .................................................................................... 329 14.1.5.3.1.4. HCN Sources in the Transport Equation ..................................................... 329 14.1.5.3.1.5. NOx Sources in the Transport Equation ..................................................... 329 14.1.5.3.2. Fuel NOx from Intermediate Ammonia (NH3) ..................................................... 330 14.1.5.3.2.1. NH3 Production in a Gaseous Fuel ............................................................. 330 14.1.5.3.2.2. NH3 Production in a Liquid Fuel ................................................................ 330 14.1.5.3.2.3. NH3 Consumption .................................................................................... 331 14.1.5.3.2.4. NH3 Sources in the Transport Equation ..................................................... 331 14.1.5.3.2.5. NOx Sources in the Transport Equation ..................................................... 331 14.1.5.3.3. Fuel NOx from Coal ........................................................................................... 332 14.1.5.3.3.1. Nitrogen in Char and in Volatiles ............................................................... 332 14.1.5.3.3.2. Coal Fuel NOx Scheme A ........................................................................... 332 14.1.5.3.3.3. Coal Fuel NOx Scheme B ........................................................................... 332 14.1.5.3.3.4. HCN Scheme Selection ............................................................................. 333 14.1.5.3.3.5. NOx Reduction on Char Surface ................................................................ 333 14.1.5.3.3.5.1. BET Surface Area .............................................................................. 334 14.1.5.3.3.5.2. HCN from Volatiles ........................................................................... 334 14.1.5.3.3.6. Coal Fuel NOx Scheme C ........................................................................... 334 xiii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 14.1.5.3.3.7. Coal Fuel NOx Scheme D ........................................................................... 335 14.1.5.3.3.8. NH3 Scheme Selection ............................................................................. 336 14.1.5.3.3.8.1. NH3 from Volatiles ........................................................................... 336 14.1.5.3.4. Fuel Nitrogen Partitioning for HCN and NH3 Intermediates ................................ 336 14.1.6. NOx Formation from Intermediate N2O ............................................................................... 337 14.1.6.1. N2O - Intermediate NOx Mechanism .......................................................................... 337 14.1.7. NOx Reduction by Reburning ............................................................................................. 338 14.1.7.1. Instantaneous Approach ............................................................................................ 338 14.1.7.2. Partial Equilibrium Approach ..................................................................................... 339 14.1.7.2.1. NOx Reduction Mechanism ............................................................................... 339 14.1.8. NOx Reduction by SNCR ..................................................................................................... 341 14.1.8.1. Ammonia Injection .................................................................................................... 341 14.1.8.2. Urea Injection ............................................................................................................ 342 14.1.8.3. Transport Equations for Urea, HNCO, and NCO ............................................................ 343 14.1.8.4. Urea Production due to Reagent Injection .................................................................. 344 14.1.8.5. NH3 Production due to Reagent Injection ................................................................... 344 14.1.8.6. HNCO Production due to Reagent Injection ................................................................ 344 14.1.9. NOx Formation in Turbulent Flows ...................................................................................... 345 14.1.9.1. The Turbulence-Chemistry Interaction Model ............................................................. 345 14.1.9.2. The PDF Approach ..................................................................................................... 346 14.1.9.3.The General Expression for the Mean Reaction Rate .................................................... 346 14.1.9.4.The Mean Reaction Rate Used in ANSYS Fluent ........................................................... 346 14.1.9.5. Statistical Independence ............................................................................................ 346 14.1.9.6.The Beta PDF Option .................................................................................................. 347 14.1.9.7.The Gaussian PDF Option ........................................................................................... 347 14.1.9.8. The Calculation Method for the Variance .................................................................... 347 14.2. SOx Formation ............................................................................................................................ 348 14.2.1. Overview ........................................................................................................................... 348 14.2.1.1.The Formation of SOx ................................................................................................. 348 14.2.2. Governing Equations for SOx Transport ............................................................................... 349 14.2.3. Reaction Mechanisms for Sulfur Oxidation .......................................................................... 350 14.2.4. SO2 and H2S Production in a Gaseous Fuel ......................................................................... 351 14.2.5. SO2 and H2S Production in a Liquid Fuel ............................................................................. 352 14.2.6. SO2 and H2S Production from Coal ..................................................................................... 352 14.2.6.1. SO2 and H2S from Char .............................................................................................. 352 14.2.6.2. SO2 and H2S from Volatiles ........................................................................................ 352 14.2.7. SOx Formation in Turbulent Flows ....................................................................................... 353 14.2.7.1. The Turbulence-Chemistry Interaction Model ............................................................. 353 14.2.7.2. The PDF Approach ..................................................................................................... 353 14.2.7.3.The Mean Reaction Rate ............................................................................................. 353 14.2.7.4.The PDF Options ........................................................................................................ 353 14.3. Soot Formation ........................................................................................................................... 353 14.3.1. Overview and Limitations ................................................................................................... 354 14.3.1.1. Predicting Soot Formation ......................................................................................... 354 14.3.1.2. Restrictions on Soot Modeling ................................................................................... 354 14.3.2. Soot Model Theory ............................................................................................................. 355 14.3.2.1.The One-Step Soot Formation Model .......................................................................... 355 14.3.2.2.The Two-Step Soot Formation Model .......................................................................... 356 14.3.2.2.1. Soot Generation Rate ........................................................................................ 356 14.3.2.2.2. Nuclei Generation Rate ...................................................................................... 357 14.3.2.3. The Moss-Brookes Model ........................................................................................... 357 14.3.2.3.1.The Moss-Brookes-Hall Model ............................................................................ 359 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xiv of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 14.3.2.3.2. Soot Formation in Turbulent Flows .................................................................... 360 14.3.2.3.2.1.The Turbulence-Chemistry Interaction Model ............................................ 360 14.3.2.3.2.2.The PDF Approach .................................................................................... 361 14.3.2.3.2.3. The Mean Reaction Rate ........................................................................... 361 14.3.2.3.2.4.The PDF Options ....................................................................................... 361 14.3.2.3.3.The Effect of Soot on the Radiation Absorption Coefficient ................................. 361 14.3.2.4.The Method of Moments Model ................................................................................. 361 14.3.2.4.1. Soot Particle Population Balance ....................................................................... 361 14.3.2.4.2. Moment Transport Equations ............................................................................ 363 14.3.2.4.3. Nucleation ........................................................................................................ 363 14.3.2.4.4. Coagulation ...................................................................................................... 365 14.3.2.4.5. Surface Growth and Oxidation ........................................................................... 368 14.3.2.4.6. Soot Aggregation .............................................................................................. 370 14.4. Decoupled Detailed Chemistry Model ......................................................................................... 374 14.4.1. Overview ........................................................................................................................... 374 14.4.1.1. Limitations ................................................................................................................ 375 14.4.2. Decoupled Detailed Chemistry Model Theory ..................................................................... 375 15. Aerodynamically Generated Noise ................................................................................................... 377 15.1. Overview .................................................................................................................................... 377 15.1.1. Direct Method .................................................................................................................... 377 15.1.2. Integral Method Based on Acoustic Analogy ....................................................................... 378 15.1.3. Broadband Noise Source Models ........................................................................................ 379 15.2. Acoustics Model Theory .............................................................................................................. 379 15.2.1. The Ffowcs-Williams and Hawkings Model .......................................................................... 379 15.2.2. Broadband Noise Source Models ........................................................................................ 382 15.2.2.1. Proudman’s Formula .................................................................................................. 382 15.2.2.2.The Jet Noise Source Model ........................................................................................ 383 15.2.2.3.The Boundary Layer Noise Source Model .................................................................... 384 15.2.2.4. Source Terms in the Linearized Euler Equations ........................................................... 385 15.2.2.5. Source Terms in Lilley’s Equation ................................................................................ 385 16. Discrete Phase ................................................................................................................................... 387 16.1. Introduction ............................................................................................................................... 387 16.1.1.The Euler-Lagrange Approach ............................................................................................. 387 16.2. Particle Motion Theory ................................................................................................................ 388 16.2.1. Equations of Motion for Particles ........................................................................................ 388 16.2.1.1. Particle Force Balance ................................................................................................ 388 16.2.1.2. Particle Torque Balance .............................................................................................. 388 16.2.1.3. Inclusion of the Gravity Term ...................................................................................... 389 16.2.1.4. Other Forces .............................................................................................................. 389 16.2.1.5. Forces in Moving Reference Frames ............................................................................ 389 16.2.1.6.Thermophoretic Force ................................................................................................ 390 16.2.1.7. Brownian Force .......................................................................................................... 390 16.2.1.8. Saffman’s Lift Force .................................................................................................... 391 16.2.1.9. Magnus Lift Force ...................................................................................................... 391 16.2.2.Turbulent Dispersion of Particles ......................................................................................... 392 16.2.2.1. Stochastic Tracking .................................................................................................... 392 16.2.2.1.1. The Integral Time .............................................................................................. 393 16.2.2.1.2.The Discrete Random Walk Model ...................................................................... 393 16.2.2.1.3. Using the DRW Model ....................................................................................... 394 16.2.2.2. Particle Cloud Tracking ............................................................................................... 395 16.2.2.2.1. Using the Cloud Model ...................................................................................... 397 16.2.3. Integration of Particle Equation of Motion ........................................................................... 397 xv Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 16.3. Laws for Drag Coefficients ........................................................................................................... 399 16.3.1. Spherical Drag Law ............................................................................................................. 400 16.3.2. Non-spherical Drag Law ..................................................................................................... 400 16.3.3. Stokes-Cunningham Drag Law ............................................................................................ 400 16.3.4. High-Mach-Number Drag Law ............................................................................................ 401 16.3.5. Dynamic Drag Model Theory .............................................................................................. 401 16.3.6. Dense Discrete Phase Model Drag Laws .............................................................................. 401 16.3.7. Bubbly Flow Drag Laws ...................................................................................................... 402 16.3.7.1. Ishii-Zuber Drag Model .............................................................................................. 402 16.3.7.2. Grace Drag Model ...................................................................................................... 403 16.3.8. Rotational Drag Law ........................................................................................................... 403 16.4. Laws for Heat and Mass Exchange ............................................................................................... 404 16.4.1. Inert Heating or Cooling (Law 1/Law 6) ............................................................................... 404 16.4.2. Droplet Vaporization (Law 2) ............................................................................................... 406 16.4.2.1. Mass Transfer During Law 2—Diffusion Controlled Model ........................................... 407 16.4.2.2. Mass Transfer During Law 2—Convection/Diffusion Controlled Model ........................ 408 16.4.2.3. Defining the Saturation Vapor Pressure and Diffusion Coefficient (or Binary Diffusivity) ......................................................................................................................................... 408 16.4.2.4. Defining the Boiling Point and Latent Heat ................................................................. 409 16.4.2.5. Heat Transfer to the Droplet ....................................................................................... 410 16.4.3. Droplet Boiling (Law 3) ....................................................................................................... 412 16.4.4. Devolatilization (Law 4) ...................................................................................................... 413 16.4.4.1. Choosing the Devolatilization Model .......................................................................... 413 16.4.4.2.The Constant Rate Devolatilization Model ................................................................... 413 16.4.4.3. The Single Kinetic Rate Model .................................................................................... 414 16.4.4.4.The Two Competing Rates (Kobayashi) Model ............................................................. 415 16.4.4.5. The CPD Model .......................................................................................................... 415 16.4.4.5.1. General Description .......................................................................................... 415 16.4.4.5.2. Reaction Rates .................................................................................................. 416 16.4.4.5.3. Mass Conservation ............................................................................................ 417 16.4.4.5.4. Fractional Change in the Coal Mass .................................................................... 417 16.4.4.5.5. CPD Inputs ........................................................................................................ 418 16.4.4.5.6. Particle Swelling During Devolatilization ............................................................ 419 16.4.4.5.7. Heat Transfer to the Particle During Devolatilization ........................................... 420 16.4.5. Surface Combustion (Law 5) ............................................................................................... 420 16.4.5.1.The Diffusion-Limited Surface Reaction Rate Model .................................................... 421 16.4.5.2.The Kinetic/Diffusion Surface Reaction Rate Model ..................................................... 421 16.4.5.3. The Intrinsic Model .................................................................................................... 422 16.4.5.4.The Multiple Surface Reactions Model ........................................................................ 423 16.4.5.4.1. Limitations ........................................................................................................ 424 16.4.5.5. Heat and Mass Transfer During Char Combustion ....................................................... 424 16.4.6. Multicomponent Particle Definition (Law 7) ........................................................................ 424 16.4.6.1. Raoult’s Law .............................................................................................................. 426 16.4.6.2. Peng-Robinson Real Gas Model .................................................................................. 426 16.5.Vapor Liquid Equilibrium Theory .................................................................................................. 426 16.6. Physical Property Averaging ........................................................................................................ 428 16.7.Wall-Particle Reflection Model Theory .......................................................................................... 430 16.7.1. Rough Wall Model .............................................................................................................. 432 16.8.Wall-Jet Model Theory ................................................................................................................. 434 16.9.Wall-Film Model Theory ............................................................................................................... 435 16.9.1. Introduction ....................................................................................................................... 435 16.9.2. Interaction During Impact with a Boundary ......................................................................... 436 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xvi of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 16.9.2.1. The Stanton-Rutland Model ....................................................................................... 437 16.9.2.1.1. Regime Definition ............................................................................................. 437 16.9.2.1.2. Rebound ........................................................................................................... 438 16.9.2.1.3. Splashing .......................................................................................................... 438 16.9.2.2.The Kuhnke Model ..................................................................................................... 443 16.9.2.2.1. Regime definition ............................................................................................. 443 16.9.2.2.2. Rebound ........................................................................................................... 446 16.9.2.2.3. Splashing .......................................................................................................... 446 16.9.3. Separation Criteria .............................................................................................................. 449 16.9.4. Conservation Equations for Wall-Film Particles .................................................................... 449 16.9.4.1. Momentum ............................................................................................................... 449 16.9.4.2. Mass Transfer from the Film ........................................................................................ 450 16.9.4.2.1. Film Vaporization and Boiling ............................................................................ 450 16.9.4.2.2. Film Condensation ............................................................................................ 453 16.9.4.3. Energy Transfer from the Film ..................................................................................... 454 16.10. Wall Erosion .............................................................................................................................. 456 16.10.1. Finnie Erosion Model ........................................................................................................ 457 16.10.2. Oka Erosion Model ........................................................................................................... 457 16.10.3. McLaury Erosion Model .................................................................................................... 458 16.10.4. Accretion ......................................................................................................................... 459 16.11. Particle–Wall Impingement Heat Transfer Theory ....................................................................... 460 16.12. Atomizer Model Theory ............................................................................................................. 462 16.12.1.The Plain-Orifice Atomizer Model ...................................................................................... 462 16.12.1.1. Internal Nozzle State ................................................................................................ 464 16.12.1.2. Coefficient of Discharge ........................................................................................... 465 16.12.1.3. Exit Velocity ............................................................................................................. 466 16.12.1.4. Spray Angle ............................................................................................................. 467 16.12.1.5. Droplet Diameter Distribution .................................................................................. 467 16.12.2. The Pressure-Swirl Atomizer Model ................................................................................... 468 16.12.2.1. Film Formation ........................................................................................................ 469 16.12.2.2. Sheet Breakup and Atomization ............................................................................... 470 16.12.3.The Air-Blast/Air-Assist Atomizer Model ............................................................................. 472 16.12.4.The Flat-Fan Atomizer Model ............................................................................................. 473 16.12.5.The Effervescent Atomizer Model ...................................................................................... 474 16.13. Secondary Breakup Model Theory ............................................................................................. 475 16.13.1.Taylor Analogy Breakup (TAB) Model ................................................................................. 475 16.13.1.1. Introduction ............................................................................................................ 475 16.13.1.2. Use and Limitations ................................................................................................. 476 16.13.1.3. Droplet Distortion .................................................................................................... 476 16.13.1.4. Size of Child Droplets ............................................................................................... 477 16.13.1.5.Velocity of Child Droplets ......................................................................................... 478 16.13.1.6. Droplet Breakup ...................................................................................................... 478 16.13.2.Wave Breakup Model ........................................................................................................ 479 16.13.2.1. Introduction ............................................................................................................ 479 16.13.2.2. Use and Limitations ................................................................................................. 480 16.13.2.3. Jet Stability Analysis ................................................................................................. 480 16.13.2.4. Droplet Breakup ...................................................................................................... 481 16.13.3. KHRT Breakup Model ........................................................................................................ 482 16.13.3.1. Introduction ............................................................................................................ 482 16.13.3.2. Use and Limitations ................................................................................................. 482 16.13.3.3. Liquid Core Length .................................................................................................. 482 16.13.3.4. Rayleigh-Taylor Breakup ........................................................................................... 483 xvii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 16.13.3.5. Droplet Breakup Within the Liquid Core .................................................................... 484 16.13.3.6. Droplet Breakup Outside the Liquid Core .................................................................. 484 16.13.4. Stochastic Secondary Droplet (SSD) Model ........................................................................ 484 16.13.4.1. Theory ..................................................................................................................... 484 16.14. Collision and Droplet Coalescence Model Theory ....................................................................... 485 16.14.1. Introduction ..................................................................................................................... 485 16.14.2. Use and Limitations .......................................................................................................... 486 16.14.3.Theory .............................................................................................................................. 486 16.14.3.1. Probability of Collision ............................................................................................. 486 16.14.3.2. Collision Outcomes .................................................................................................. 487 16.15. Discrete Element Method Collision Model .................................................................................. 488 16.15.1.Theory .............................................................................................................................. 488 16.15.1.1. The Spring Collision Law .......................................................................................... 489 16.15.1.2. The Spring-Dashpot Collision Law ............................................................................ 490 16.15.1.3. The Hertzian Collision Law ....................................................................................... 490 16.15.1.4. The Hertzian-Dashpot Collision Law ......................................................................... 491 16.15.1.5.The Friction Collision Law ......................................................................................... 491 16.15.1.6. Rolling Friction Collision Law for DEM ....................................................................... 492 16.15.1.7. DEM Parcels ............................................................................................................. 493 16.15.1.8. Cartesian Collision Mesh .......................................................................................... 493 16.16. One-Way and Two-Way Coupling ............................................................................................... 494 16.16.1. Coupling Between the Discrete and Continuous Phases .................................................... 494 16.16.2. Momentum Exchange ...................................................................................................... 495 16.16.3. Heat Exchange ................................................................................................................. 495 16.16.4. Mass Exchange ................................................................................................................. 496 16.16.5. Under-Relaxation of the Interphase Exchange Terms ......................................................... 496 16.16.6. Interphase Exchange During Stochastic Tracking ............................................................... 498 16.16.7. Interphase Exchange During Cloud Tracking ..................................................................... 498 16.17. Node Based Averaging .............................................................................................................. 498 17. Multiphase Flows .............................................................................................................................. 501 17.1. Introduction ............................................................................................................................... 501 17.1.1. Multiphase Flow Regimes ................................................................................................... 501 17.1.1.1. Gas-Liquid or Liquid-Liquid Flows .............................................................................. 501 17.1.1.2. Gas-Solid Flows .......................................................................................................... 502 17.1.1.3. Liquid-Solid Flows ...................................................................................................... 502 17.1.1.4. Three-Phase Flows ..................................................................................................... 502 17.1.2. Examples of Multiphase Systems ........................................................................................ 503 17.2. Choosing a General Multiphase Model ........................................................................................ 504 17.2.1. Approaches to Multiphase Modeling .................................................................................. 504 17.2.1.1.The Euler-Euler Approach ........................................................................................... 504 17.2.1.1.1.The VOF Model .................................................................................................. 504 17.2.1.1.2. The Mixture Model ............................................................................................ 505 17.2.1.1.3.The Eulerian Model ............................................................................................ 505 17.2.2. Model Comparisons ........................................................................................................... 505 17.2.2.1. Detailed Guidelines ................................................................................................... 506 17.2.2.1.1.The Effect of Particulate Loading ........................................................................ 506 17.2.2.1.2.The Significance of the Stokes Number .............................................................. 507 17.2.2.1.2.1. Examples .................................................................................................. 507 17.2.2.1.3. Other Considerations ........................................................................................ 508 17.2.3.Time Schemes in Multiphase Flow ....................................................................................... 508 17.2.4. Stability and Convergence .................................................................................................. 509 17.3.Volume of Fluid (VOF) Model Theory ............................................................................................ 510 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xviii of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.3.1. Overview of the VOF Model ................................................................................................ 510 17.3.2. Limitations of the VOF Model .............................................................................................. 510 17.3.3. Steady-State and Transient VOF Calculations ....................................................................... 510 17.3.4.Volume Fraction Equation ................................................................................................... 511 17.3.4.1. The Implicit Formulation ............................................................................................ 511 17.3.4.2.The Explicit Formulation ............................................................................................. 512 17.3.4.3. Interpolation Near the Interface ................................................................................. 513 17.3.4.3.1. The Geometric Reconstruction Scheme ............................................................. 514 17.3.4.3.2.The Donor-Acceptor Scheme ............................................................................. 515 17.3.4.3.3.The Compressive Interface Capturing Scheme for Arbitrary Meshes (CICSAM) ..... 515 17.3.4.3.4.The Compressive Scheme and Interface-Model-based Variants ........................... 516 17.3.4.3.5. Bounded Gradient Maximization (BGM) ............................................................. 516 17.3.5. Material Properties ............................................................................................................. 517 17.3.6. Momentum Equation ......................................................................................................... 517 17.3.7. Energy Equation ................................................................................................................. 517 17.3.8. Additional Scalar Equations ................................................................................................ 518 17.3.9. Surface Tension and Adhesion ............................................................................................ 518 17.3.9.1. Surface Tension ......................................................................................................... 518 17.3.9.1.1. The Continuum Surface Force Model ................................................................. 518 17.3.9.1.2.The Continuum Surface Stress Model ................................................................. 519 17.3.9.1.3. Comparing the CSS and CSF Methods ................................................................ 520 17.3.9.1.4.When Surface Tension Effects Are Important ...................................................... 520 17.3.9.2.Wall Adhesion ............................................................................................................ 520 17.3.9.3. Jump Adhesion .......................................................................................................... 521 17.3.10. Open Channel Flow .......................................................................................................... 522 17.3.10.1. Upstream Boundary Conditions ............................................................................... 522 17.3.10.1.1. Pressure Inlet .................................................................................................. 522 17.3.10.1.2. Mass Flow Rate ................................................................................................ 523 17.3.10.1.3.Volume Fraction Specification .......................................................................... 523 17.3.10.2. Downstream Boundary Conditions ........................................................................... 523 17.3.10.2.1. Pressure Outlet ................................................................................................ 523 17.3.10.2.2. Outflow Boundary ........................................................................................... 523 17.3.10.2.3. Backflow Volume Fraction Specification ........................................................... 524 17.3.10.3. Numerical Beach Treatment ..................................................................................... 524 17.3.11. Open Channel Wave Boundary Conditions ........................................................................ 525 17.3.11.1. Airy Wave Theory ..................................................................................................... 527 17.3.11.2. Stokes Wave Theories ............................................................................................... 527 17.3.11.3. Cnoidal/Solitary Wave Theory ................................................................................... 528 17.3.11.4. Choosing a Wave Theory .......................................................................................... 530 17.3.11.5. Superposition of Waves ............................................................................................ 532 17.3.11.6. Modeling of Random Waves Using Wave Spectrum ................................................... 533 17.3.11.6.1. Definitions ...................................................................................................... 533 17.3.11.6.2.Wave Spectrum Implementation Theory .......................................................... 533 17.3.11.6.2.1. Long-Crested Random Waves (Unidirectional) ......................................... 533 17.3.11.6.2.1.1. Pierson-Moskowitz Spectrum ......................................................... 533 17.3.11.6.2.1.2. JONSWAP Spectrum ....................................................................... 534 17.3.11.6.2.1.3. TMA Spectrum ............................................................................... 534 17.3.11.6.2.2. Short-Crested Random Waves (Multi-Directional) .................................... 534 17.3.11.6.2.2.1. Cosine-2s Power Function (Frequency Independent) ....................... 535 17.3.11.6.2.2.2. Hyperbolic Function (Frequency Dependent) ................................. 535 17.3.11.6.2.3. Superposition of Individual Wave Components Using the Wave Spectrum ........................................................................................................................... 536 xix Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.3.11.6.3. Choosing a Wave Spectrum and Inputs ............................................................ 537 17.3.11.7. Nomenclature for Open Channel Waves .................................................................... 539 17.3.12. Coupled Level-Set and VOF Model .................................................................................... 540 17.3.12.1. Theory ..................................................................................................................... 540 17.3.12.1.1. Surface Tension Force ...................................................................................... 541 17.3.12.1.2. Re-initialization of the Level-set Function via the Geometrical Method ............. 542 17.3.12.2. Limitations .............................................................................................................. 543 17.4. Mixture Model Theory ................................................................................................................. 543 17.4.1. Overview ........................................................................................................................... 544 17.4.2. Limitations of the Mixture Model ........................................................................................ 544 17.4.3. Continuity Equation ........................................................................................................... 545 17.4.4. Momentum Equation ......................................................................................................... 545 17.4.5. Energy Equation ................................................................................................................. 546 17.4.6. Relative (Slip) Velocity and the Drift Velocity ........................................................................ 546 17.4.7.Volume Fraction Equation for the Secondary Phases ............................................................ 548 17.4.8. Granular Properties ............................................................................................................ 548 17.4.8.1. Collisional Viscosity .................................................................................................... 548 17.4.8.2. Kinetic Viscosity ......................................................................................................... 548 17.4.9. Granular Temperature ......................................................................................................... 549 17.4.10. Solids Pressure ................................................................................................................. 549 17.4.11. Interfacial Area Concentration .......................................................................................... 550 17.4.11.1. Hibiki-Ishii Model ..................................................................................................... 550 17.4.11.2. Ishii-Kim Model ........................................................................................................ 551 17.4.11.3.Yao-Morel Model ...................................................................................................... 552 17.5. Eulerian Model Theory ................................................................................................................ 553 17.5.1. Overview of the Eulerian Model .......................................................................................... 554 17.5.2. Limitations of the Eulerian Model ........................................................................................ 554 17.5.3.Volume Fraction Equation ................................................................................................... 555 17.5.4. Conservation Equations ...................................................................................................... 556 17.5.4.1. Equations in General Form ......................................................................................... 556 17.5.4.1.1. Conservation of Mass ........................................................................................ 556 17.5.4.1.2. Conservation of Momentum .............................................................................. 556 17.5.4.1.3. Conservation of Energy ..................................................................................... 557 17.5.4.2. Equations Solved by ANSYS Fluent ............................................................................. 557 17.5.4.2.1. Continuity Equation .......................................................................................... 557 17.5.4.2.2. Fluid-Fluid Momentum Equations ...................................................................... 557 17.5.4.2.3. Fluid-Solid Momentum Equations ...................................................................... 558 17.5.4.2.4. Conservation of Energy ..................................................................................... 558 17.5.5. Interfacial Area Concentration ............................................................................................ 558 17.5.6. Interphase Exchange Coefficients ....................................................................................... 559 17.5.6.1. Fluid-Fluid Exchange Coefficient ................................................................................ 560 17.5.6.1.1. Schiller and Naumann Model ............................................................................. 560 17.5.6.1.2. Morsi and Alexander Model ............................................................................... 561 17.5.6.1.3. Symmetric Model .............................................................................................. 561 17.5.6.1.4. Grace et al. Model .............................................................................................. 562 17.5.6.1.5.Tomiyama et al. Model ....................................................................................... 563 17.5.6.1.6. Ishii Model ........................................................................................................ 564 17.5.6.1.7. Universal Drag Laws for Bubble-Liquid and Droplet-Gas Flows ........................... 564 17.5.6.1.7.1. Bubble-Liquid Flow .................................................................................. 565 17.5.6.1.7.2. Droplet-Gas Flow ...................................................................................... 565 17.5.6.2. Fluid-Solid Exchange Coefficient ................................................................................ 566 17.5.6.3. Solid-Solid Exchange Coefficient ................................................................................ 569 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xx of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.5.6.4. Drag Modification ...................................................................................................... 569 17.5.6.4.1. Brucato et al. Correlation ................................................................................... 569 17.5.7. Lift Force ............................................................................................................................ 570 17.5.7.1. Lift Coefficient Models ............................................................................................... 570 17.5.7.1.1. Moraga Lift Force Model .................................................................................... 571 17.5.7.1.2. Saffman-Mei Lift Force Model ............................................................................ 571 17.5.7.1.3. Legendre-Magnaudet Lift Force Model .............................................................. 572 17.5.7.1.4.Tomiyama Lift Force Model ................................................................................ 572 17.5.8. Wall Lubrication Force ........................................................................................................ 573 17.5.8.1.Wall Lubrication Models ............................................................................................. 573 17.5.8.1.1. Antal et al. Model .............................................................................................. 573 17.5.8.1.2.Tomiyama Model ............................................................................................... 574 17.5.8.1.3. Frank Model ...................................................................................................... 574 17.5.8.1.4. Hosokawa Model .............................................................................................. 574 17.5.9. Turbulent Dispersion Force ................................................................................................. 575 17.5.9.1. Models for Turbulent Dispersion Force ....................................................................... 575 17.5.9.1.1. Lopez de Bertodano Model ............................................................................... 576 17.5.9.1.2. Simonin Model .................................................................................................. 576 17.5.9.1.3. Burns et al. Model .............................................................................................. 576 17.5.9.1.4. Diffusion in VOF Model ...................................................................................... 576 17.5.9.2. Limiting Functions for the Turbulent Dispersion Force ................................................ 577 17.5.10.Virtual Mass Force ............................................................................................................. 578 17.5.11. Solids Pressure ................................................................................................................. 578 17.5.11.1. Radial Distribution Function ..................................................................................... 580 17.5.12. Maximum Packing Limit in Binary Mixtures ....................................................................... 581 17.5.13. Solids Shear Stresses ......................................................................................................... 581 17.5.13.1. Collisional Viscosity .................................................................................................. 581 17.5.13.2. Kinetic Viscosity ....................................................................................................... 582 17.5.13.3. Bulk Viscosity ........................................................................................................... 582 17.5.13.4. Frictional Viscosity ................................................................................................... 582 17.5.14. Granular Temperature ....................................................................................................... 583 17.5.15. Description of Heat Transfer .............................................................................................. 585 17.5.15.1. The Heat Exchange Coefficient ................................................................................. 585 17.5.15.1.1. Constant ......................................................................................................... 586 17.5.15.1.2. Nusselt Number .............................................................................................. 586 17.5.15.1.3. Ranz-Marshall Model ....................................................................................... 586 17.5.15.1.4.Tomiyama Model ............................................................................................. 586 17.5.15.1.5. Hughmark Model ............................................................................................ 586 17.5.15.1.6. Gunn Model .................................................................................................... 587 17.5.15.1.7. Two-Resistance Model ..................................................................................... 587 17.5.15.1.8. Fixed To Saturation Temperature ...................................................................... 588 17.5.15.1.9. User Defined ................................................................................................... 588 17.5.16. Turbulence Models ........................................................................................................... 588 17.5.16.1. k- ε Turbulence Models ............................................................................................. 589 17.5.16.1.1. k- ε Mixture Turbulence Model ......................................................................... 589 17.5.16.1.2. k- ε Dispersed Turbulence Model ..................................................................... 590 17.5.16.1.2.1. Assumptions .......................................................................................... 590 17.5.16.1.2.2. Turbulence in the Continuous Phase ....................................................... 591 17.5.16.1.2.3.Turbulence in the Dispersed Phase .......................................................... 592 17.5.16.1.3. k- ε Turbulence Model for Each Phase ............................................................... 592 17.5.16.1.3.1.Transport Equations ................................................................................ 592 17.5.16.2. RSM Turbulence Models ........................................................................................... 593 xxi Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.5.16.2.1. RSM Dispersed Turbulence Model .................................................................... 594 17.5.16.2.2. RSM Mixture Turbulence Model ....................................................................... 594 17.5.16.3. Turbulence Interaction Models ................................................................................. 595 17.5.16.3.1. Simonin et al. .................................................................................................. 595 17.5.16.3.1.1. Formulation in Dispersed Turbulence Models .......................................... 595 17.5.16.3.1.1.1. Continuous Phase .......................................................................... 595 17.5.16.3.1.1.2. Dispersed Phases ........................................................................... 596 17.5.16.3.1.2. Formulation in Per Phase Turbulence Models ........................................... 597 17.5.16.3.2. Troshko-Hassan ............................................................................................... 597 17.5.16.3.2.1.Troshko-Hassan Formulation in Mixture Turbulence Models ..................... 597 17.5.16.3.2.2. Troshko-Hassan Formulation in Dispersed Turbulence Models ................. 598 17.5.16.3.2.2.1. Continuous Phase .......................................................................... 598 17.5.16.3.2.2.2. Dispersed Phases ........................................................................... 598 17.5.16.3.2.3.Troshko-Hassan Formulation in Per-Phase Turbulence Models .................. 598 17.5.16.3.2.3.1. Continuous Phase .......................................................................... 598 17.5.16.3.2.3.2. Dispersed Phases ........................................................................... 599 17.5.16.3.3. Sato ................................................................................................................ 599 17.5.16.3.4. None ............................................................................................................... 599 17.5.17. Solution Method in ANSYS Fluent ..................................................................................... 599 17.5.17.1.The Pressure-Correction Equation ............................................................................. 599 17.5.17.2. Volume Fractions ..................................................................................................... 600 17.5.18. Dense Discrete Phase Model ............................................................................................. 600 17.5.18.1. Limitations .............................................................................................................. 601 17.5.18.2. Granular Temperature .............................................................................................. 601 17.5.19. Multi-Fluid VOF Model ...................................................................................................... 602 17.5.20. Wall Boiling Models .......................................................................................................... 603 17.5.20.1. Overview ................................................................................................................. 603 17.5.20.2. RPI Model ................................................................................................................ 604 17.5.20.3. Non-equilibrium Subcooled Boiling .......................................................................... 606 17.5.20.4. Critical Heat Flux ...................................................................................................... 607 17.5.20.4.1.Wall Heat Flux Partition .................................................................................... 607 17.5.20.4.2. Flow Regime Transition ................................................................................... 608 17.5.20.5. Interfacial Momentum Transfer ................................................................................. 609 17.5.20.5.1. Interfacial Area ................................................................................................ 609 17.5.20.5.2. Bubble and Droplet Diameters ........................................................................ 609 17.5.20.5.2.1. Bubble Diameter .................................................................................... 609 17.5.20.5.2.2. Droplet Diameter .................................................................................... 610 17.5.20.5.3. Interfacial Drag Force ...................................................................................... 610 17.5.20.5.4. Interfacial Lift Force ......................................................................................... 610 17.5.20.5.5.Turbulent Dispersion Force .............................................................................. 610 17.5.20.5.6. Wall Lubrication Force ..................................................................................... 610 17.5.20.5.7. Virtual Mass Force ........................................................................................... 610 17.5.20.6. Interfacial Heat Transfer ............................................................................................ 611 17.5.20.6.1. Interface to Liquid Heat Transfer ...................................................................... 611 17.5.20.6.2. Interface to Vapor Heat Transfer ....................................................................... 611 17.5.20.7. Mass Transfer ........................................................................................................... 611 17.5.20.7.1. Mass Transfer From the Wall to Vapor ............................................................... 611 17.5.20.7.2. Interfacial Mass Transfer .................................................................................. 611 17.5.20.8.Turbulence Interactions ............................................................................................ 611 17.6. Wet Steam Model Theory ............................................................................................................ 611 17.6.1. Overview of the Wet Steam Model ...................................................................................... 612 17.6.2. Limitations of the Wet Steam Model .................................................................................... 612 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xxii of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.6.3.Wet Steam Flow Equations .................................................................................................. 612 17.6.4. Phase Change Model .......................................................................................................... 613 17.6.5. Built-in Thermodynamic Wet Steam Properties .................................................................... 615 17.6.5.1. Equation of State ....................................................................................................... 615 17.6.5.2. Saturated Vapor Line .................................................................................................. 616 17.6.5.3. Saturated Liquid Line ................................................................................................. 616 17.6.5.4. Mixture Properties ..................................................................................................... 616 17.7. Modeling Mass Transfer in Multiphase Flows ................................................................................ 616 17.7.1. Source Terms due to Mass Transfer ...................................................................................... 617 17.7.1.1. Mass Equation ........................................................................................................... 617 17.7.1.2. Momentum Equation ................................................................................................. 617 17.7.1.3. Energy Equation ........................................................................................................ 617 17.7.1.4. Species Equation ....................................................................................................... 618 17.7.1.5. Other Scalar Equations ............................................................................................... 618 17.7.2. Unidirectional Constant Rate Mass Transfer ......................................................................... 618 17.7.3. UDF-Prescribed Mass Transfer ............................................................................................. 618 17.7.4. Cavitation Models .............................................................................................................. 618 17.7.4.1. Limitations of the Cavitation Models .......................................................................... 619 17.7.4.1.1. Limitations of Cavitation with the VOF Model ..................................................... 620 17.7.4.2.Vapor Transport Equation ........................................................................................... 620 17.7.4.3. Bubble Dynamics Consideration ................................................................................ 621 17.7.4.4. Singhal et al. Model .................................................................................................... 621 17.7.4.5. Zwart-Gerber-Belamri Model ..................................................................................... 623 17.7.4.6. Schnerr and Sauer Model ........................................................................................... 624 17.7.4.7. Turbulence Factor ...................................................................................................... 625 17.7.4.8. Additional Guidelines for the Cavitation Models ......................................................... 626 17.7.4.9. Extended Cavitation Model Capabilities ..................................................................... 628 17.7.4.9.1. Multiphase Cavitation Models ........................................................................... 628 17.7.4.9.2. Multiphase Species Transport Cavitation Model ................................................. 628 17.7.5. Evaporation-Condensation Model ....................................................................................... 629 17.7.5.1. Lee Model ................................................................................................................. 629 17.7.5.2.Thermal Phase Change Model .................................................................................... 631 17.7.6. Interphase Species Mass Transfer ........................................................................................ 632 17.7.6.1. Modeling Approach ................................................................................................... 633 17.7.6.1.1. Equilibrium Model ............................................................................................. 633 17.7.6.1.2.Two-Resistance Model ....................................................................................... 634 17.7.6.2. Species Mass Transfer Models ..................................................................................... 636 17.7.6.2.1. Raoult’s Law ...................................................................................................... 636 17.7.6.2.2. Henry’s Law ...................................................................................................... 637 17.7.6.2.3. Equilibrium Ratio .............................................................................................. 638 17.7.6.3. Mass Transfer Coefficient Models ................................................................................ 638 17.7.6.3.1. Constant ........................................................................................................... 638 17.7.6.3.2. Sherwood Number ............................................................................................ 638 17.7.6.3.3. Ranz-Marshall Model ......................................................................................... 639 17.7.6.3.4. Hughmark Model .............................................................................................. 639 17.7.6.3.5. User-Defined ..................................................................................................... 639 17.8. Modeling Species Transport in Multiphase Flows ......................................................................... 639 17.8.1. Limitations ......................................................................................................................... 640 17.8.2. Mass and Momentum Transfer with Multiphase Species Transport ....................................... 641 17.8.2.1. Source Terms Due to Heterogeneous Reactions .......................................................... 641 17.8.2.1.1. Mass Transfer .................................................................................................... 641 17.8.2.1.2. Momentum Transfer .......................................................................................... 641 xxiii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 17.8.2.1.3. Species Transfer ................................................................................................ 642 17.8.2.1.4. Heat Transfer ..................................................................................................... 642 17.8.3. The Stiff Chemistry Solver ................................................................................................... 643 17.8.4. Heterogeneous Phase Interaction ....................................................................................... 643 18. Solidification and Melting ................................................................................................................. 645 18.1. Overview .................................................................................................................................... 645 18.2. Limitations .................................................................................................................................. 646 18.3. Introduction ............................................................................................................................... 646 18.4. Energy Equation ......................................................................................................................... 646 18.5. Momentum Equations ................................................................................................................ 647 18.6.Turbulence Equations .................................................................................................................. 648 18.7. Species Equations ....................................................................................................................... 648 18.8. Back Diffusion ............................................................................................................................. 650 18.9. Pull Velocity for Continuous Casting ............................................................................................ 650 18.10. Contact Resistance at Walls ........................................................................................................ 652 18.11.Thermal and Solutal Buoyancy ................................................................................................... 652 19. Eulerian Wall Films ............................................................................................................................ 655 19.1. Introduction ............................................................................................................................... 655 19.2. Mass, Momentum, and Energy Conservation Equations for Wall Film ............................................. 656 19.2.1. Film Sub-Models ................................................................................................................. 657 19.2.1.1. DPM Collection .......................................................................................................... 657 19.2.1.2. Particle-Wall Interaction ............................................................................................. 657 19.2.1.3. Film Separation .......................................................................................................... 657 19.2.1.3.1. Separation Criteria ............................................................................................ 657 19.2.1.3.1.1. Foucart Separation ................................................................................... 658 19.2.1.3.1.2. O’Rourke Separation ................................................................................. 658 19.2.1.3.1.3. Friedrich Separation ................................................................................. 658 19.2.1.4. Film Stripping ............................................................................................................ 659 19.2.1.5. Secondary Phase Accretion ........................................................................................ 660 19.2.1.6. Coupling of Wall Film with Mixture Species Transport ................................................. 661 19.2.2. Boundary Conditions .......................................................................................................... 661 19.2.3. Obtaining Film Velocity Without Solving the Momentum Equations .................................... 662 19.2.3.1. Shear-Driven Film Velocity ......................................................................................... 662 19.2.3.2. Gravity-Driven Film Velocity ....................................................................................... 662 19.3. Passive Scalar Equation for Wall Film ............................................................................................ 663 19.4. Numerical Schemes and Solution Algorithm ................................................................................ 664 19.4.1.Temporal Differencing Schemes .......................................................................................... 664 19.4.1.1. First-Order Explicit Method ........................................................................................ 664 19.4.1.2. First-Order Implicit Method ........................................................................................ 665 19.4.1.3. Second-Order Implicit Method ................................................................................... 665 19.4.2. Spatial Differencing Schemes .............................................................................................. 666 19.4.3. Solution Algorithm ............................................................................................................. 667 19.4.3.1. Steady Flow ............................................................................................................... 667 19.4.3.2. Transient Flow ........................................................................................................... 667 20. Electric Potential ............................................................................................................................... 669 20.1. Overview and Limitations ............................................................................................................ 669 20.2. Electric Potential Equation ........................................................................................................... 669 20.3. Energy Equation Source Term ...................................................................................................... 670 21. Solver Theory .................................................................................................................................... 671 21.1. Overview of Flow Solvers ............................................................................................................ 671 21.1.1. Pressure-Based Solver ......................................................................................................... 672 21.1.1.1. The Pressure-Based Segregated Algorithm ................................................................. 672 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xxiv of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 21.1.1.2.The Pressure-Based Coupled Algorithm ...................................................................... 673 21.1.2. Density-Based Solver .......................................................................................................... 674 21.2. General Scalar Transport Equation: Discretization and Solution ..................................................... 676 21.2.1. Solving the Linear System ................................................................................................... 678 21.3. Discretization .............................................................................................................................. 678 21.3.1. Spatial Discretization .......................................................................................................... 678 21.3.1.1. First-Order Upwind Scheme ....................................................................................... 679 21.3.1.2. Power-Law Scheme .................................................................................................... 679 21.3.1.3. Second-Order Upwind Scheme .................................................................................. 680 21.3.1.4. First-to-Higher Order Blending ................................................................................... 681 21.3.1.5. Central-Differencing Scheme ..................................................................................... 681 21.3.1.6. Bounded Central Differencing Scheme ....................................................................... 682 21.3.1.7. QUICK Scheme .......................................................................................................... 682 21.3.1.8.Third-Order MUSCL Scheme ....................................................................................... 683 21.3.1.9. Modified HRIC Scheme .............................................................................................. 683 21.3.1.10. High Order Term Relaxation ..................................................................................... 685 21.3.2. Temporal Discretization ...................................................................................................... 685 21.3.2.1. Implicit Time Integration ............................................................................................ 686 21.3.2.2. Bounded Second Order Implicit Time Integration ....................................................... 686 21.3.2.2.1. Limitations ........................................................................................................ 686 21.3.2.3. Explicit Time Integration ............................................................................................ 687 21.3.3. Evaluation of Gradients and Derivatives .............................................................................. 687 21.3.3.1. Green-Gauss Theorem ............................................................................................... 687 21.3.3.2. Green-Gauss Cell-Based Gradient Evaluation .............................................................. 688 21.3.3.3. Green-Gauss Node-Based Gradient Evaluation ............................................................ 688 21.3.3.4. Least Squares Cell-Based Gradient Evaluation ............................................................. 688 21.3.4. Gradient Limiters ................................................................................................................ 690 21.3.4.1. Standard Limiter ........................................................................................................ 690 21.3.4.2. Multidimensional Limiter ........................................................................................... 691 21.3.4.3. Differentiable Limiter ................................................................................................. 691 21.4. Pressure-Based Solver ................................................................................................................. 691 21.4.1. Discretization of the Momentum Equation .......................................................................... 692 21.4.1.1. Pressure Interpolation Schemes ................................................................................. 692 21.4.2. Discretization of the Continuity Equation ............................................................................ 693 21.4.2.1. Density Interpolation Schemes ................................................................................... 694 21.4.3. Pressure-Velocity Coupling ................................................................................................. 694 21.4.3.1. Segregated Algorithms .............................................................................................. 695 21.4.3.1.1. SIMPLE .............................................................................................................. 695 21.4.3.1.2. SIMPLEC ........................................................................................................... 696 21.4.3.1.2.1. Skewness Correction ................................................................................ 696 21.4.3.1.3. PISO .................................................................................................................. 696 21.4.3.1.3.1. Neighbor Correction ................................................................................. 696 21.4.3.1.3.2. Skewness Correction ................................................................................ 697 21.4.3.1.3.3. Skewness - Neighbor Coupling ................................................................. 697 21.4.3.2. Fractional-Step Method (FSM) .................................................................................... 697 21.4.3.3. Coupled Algorithm .................................................................................................... 697 21.4.3.3.1. Limitations ........................................................................................................ 698 21.4.4. Steady-State Iterative Algorithm ......................................................................................... 699 21.4.4.1. Under-Relaxation of Variables .................................................................................... 699 21.4.4.2. Under-Relaxation of Equations ................................................................................... 699 21.4.5.Time-Advancement Algorithm ............................................................................................ 699 21.4.5.1. Iterative Time-Advancement Scheme ......................................................................... 700 xxv Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 21.4.5.1.1.The Frozen Flux Formulation .............................................................................. 701 21.4.5.2. Non-Iterative Time-Advancement Scheme .................................................................. 702 21.5. Density-Based Solver ................................................................................................................... 704 21.5.1. Governing Equations in Vector Form ................................................................................... 704 21.5.2. Preconditioning ................................................................................................................. 705 21.5.3. Convective Fluxes ............................................................................................................... 707 21.5.3.1. Roe Flux-Difference Splitting Scheme ......................................................................... 707 21.5.3.2. AUSM Scheme ......................................................................................................... 707 21.5.3.3. Low Diffusion Roe Flux Difference Splitting Scheme ................................................... 708 21.5.4. Steady-State Flow Solution Methods ................................................................................... 708 21.5.4.1. Explicit Formulation ................................................................................................... 709 21.5.4.1.1. Implicit Residual Smoothing .............................................................................. 709 21.5.4.2. Implicit Formulation .................................................................................................. 710 21.5.4.2.1. Convergence Acceleration for Stretched Meshes ................................................ 710 21.5.5. Unsteady Flows Solution Methods ...................................................................................... 711 21.5.5.1. Explicit Time Stepping ............................................................................................... 711 21.5.5.2. Implicit Time Stepping (Dual-Time Formulation) ......................................................... 711 21.6. Pseudo Transient Under-Relaxation ............................................................................................. 713 21.6.1. Automatic Pseudo Transient Time Step ............................................................................... 713 21.7. Multigrid Method ........................................................................................................................ 715 21.7.1. Approach ........................................................................................................................... 715 21.7.1.1.The Need for Multigrid ............................................................................................... 715 21.7.1.2.The Basic Concept in Multigrid ................................................................................... 716 21.7.1.3. Restriction and Prolongation ...................................................................................... 716 21.7.1.4. Unstructured Multigrid .............................................................................................. 717 21.7.2. Multigrid Cycles .................................................................................................................. 717 21.7.2.1. The V and W Cycles .................................................................................................... 717 21.7.3. Algebraic Multigrid (AMG) .................................................................................................. 721 21.7.3.1. AMG Restriction and Prolongation Operators ............................................................. 721 21.7.3.2. AMG Coarse Level Operator ....................................................................................... 722 21.7.3.3. The F Cycle ................................................................................................................ 722 21.7.3.4. The Flexible Cycle ...................................................................................................... 722 21.7.3.4.1.The Residual Reduction Rate Criteria .................................................................. 723 21.7.3.4.2. The Termination Criteria .................................................................................... 724 21.7.3.5.The Coupled and Scalar AMG Solvers .......................................................................... 724 21.7.3.5.1. Gauss-Seidel ..................................................................................................... 725 21.7.3.5.2. Incomplete Lower Upper (ILU) ........................................................................... 725 21.7.4. Full-Approximation Storage (FAS) Multigrid ......................................................................... 726 21.7.4.1. FAS Restriction and Prolongation Operators ............................................................... 727 21.7.4.2. FAS Coarse Level Operator ......................................................................................... 727 21.8. Hybrid Initialization ..................................................................................................................... 727 21.9. Full Multigrid (FMG) Initialization ................................................................................................. 729 21.9.1. Overview of FMG Initialization ............................................................................................ 729 21.9.2. Limitations of FMG Initialization .......................................................................................... 730 22. Adapting the Mesh ............................................................................................................................ 733 22.1. Static Adaption Process ............................................................................................................... 733 22.1.1. Hanging Node Adaption ..................................................................................................... 733 22.1.1.1. Hanging Node Refinement ......................................................................................... 734 22.1.1.2. Hanging Node Coarsening ......................................................................................... 735 22.2. Boundary Adaption ..................................................................................................................... 735 22.3. Gradient Adaption ...................................................................................................................... 737 22.3.1. Gradient Adaption Approach .............................................................................................. 737 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xxvi of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 22.3.2. Example of Steady Gradient Adaption ................................................................................. 739 22.4. Isovalue Adaption ....................................................................................................................... 741 22.5. Region Adaption ......................................................................................................................... 743 22.5.1. Defining a Region ............................................................................................................... 743 22.5.2. Region Adaption Example .................................................................................................. 744 22.6. Volume Adaption ........................................................................................................................ 745 22.6.1.Volume Adaption Approach ................................................................................................ 745 22.6.2.Volume Adaption Example .................................................................................................. 746 22.7.Yplus/Ystar Adaption ................................................................................................................... 747 22.7.1.Yplus/Ystar Adaption Approach .......................................................................................... 747 22.8. Anisotropic Adaption .................................................................................................................. 749 22.9. Geometry-Based Adaption .......................................................................................................... 749 22.9.1. Geometry-Based Adaption Approach .................................................................................. 750 22.9.1.1. Node Projection ......................................................................................................... 750 22.9.1.2. Example of Geometry-Based Adaption ....................................................................... 752 22.10. Registers ................................................................................................................................... 755 22.10.1. Adaption Registers ........................................................................................................... 755 22.10.2. Mask Registers .................................................................................................................. 756 23. Reporting Alphanumeric Data .......................................................................................................... 759 23.1. Fluxes Through Boundaries ......................................................................................................... 759 23.2. Forces on Boundaries .................................................................................................................. 760 23.2.1. Computing Forces, Moments, and the Center of Pressure ..................................................... 760 23.3. Surface Integration ..................................................................................................................... 762 23.3.1. Computing Surface Integrals .............................................................................................. 763 23.3.1.1. Area .......................................................................................................................... 763 23.3.1.2. Integral ...................................................................................................................... 764 23.3.1.3. Area-Weighted Average ............................................................................................. 764 23.3.1.4. Custom Vector Based Flux .......................................................................................... 764 23.3.1.5. Custom Vector Flux .................................................................................................... 764 23.3.1.6. Custom Vector Weighted Average .............................................................................. 764 23.3.1.7. Flow Rate ................................................................................................................... 764 23.3.1.8. Mass Flow Rate .......................................................................................................... 765 23.3.1.9. Mass-Weighted Average ............................................................................................ 765 23.3.1.10. Sum of Field Variable ................................................................................................ 765 23.3.1.11. Facet Average .......................................................................................................... 766 23.3.1.12. Facet Minimum ........................................................................................................ 766 23.3.1.13. Facet Maximum ....................................................................................................... 766 23.3.1.14.Vertex Average ......................................................................................................... 766 23.3.1.15. Vertex Minimum ...................................................................................................... 766 23.3.1.16.Vertex Maximum ...................................................................................................... 766 23.3.1.17. Standard-Deviation .................................................................................................. 766 23.3.1.18. Uniformity Index ...................................................................................................... 767 23.3.1.19. Volume Flow Rate .................................................................................................... 767 23.4. Volume Integration ..................................................................................................................... 768 23.4.1. Computing Volume Integrals .............................................................................................. 768 23.4.1.1.Volume ...................................................................................................................... 768 23.4.1.2. Sum .......................................................................................................................... 769 23.4.1.3. Sum*2Pi .................................................................................................................... 769 23.4.1.4. Volume Integral ......................................................................................................... 769 23.4.1.5.Volume-Weighted Average ......................................................................................... 769 23.4.1.6. Mass-Weighted Integral ............................................................................................. 769 23.4.1.7. Mass .......................................................................................................................... 770 xxvii Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information of ANSYS, Inc. and its subsidiaries and affiliates. Theory Guide 23.4.1.8. Mass-Weighted Average ............................................................................................ 770 A. Nomenclature ....................................................................................................................................... 771 Bibliography ............................................................................................................................................. 775 Index ........................................................................................................................................................ 807 Release 18.1 - © ANSYS, Inc. All rights reserved. - Contains proprietary and confidential information xxviii of ANSYS, Inc. and its subsidiaries and affiliates.
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