实例介绍
【实例简介】解决quadprog问题: 内点法求解线性规划问题; 通过内点法实现了线性规划问题的求解;
【实例截图】
【核心代码】
/*
File main.cc
This file contains just an example on how to set-up the matrices for using with
the solve_quadprog() function.
The test problem is the following:
Given:
G = 4 -2 g0^T = [6 0]
-2 4
Solve:
min f(x) = 1/2 x G x g0 x
s.t.
x_1 x_2 = 3
x_1 >= 0
x_2 >= 0
x_1 x_2 >= 2
The solution is x^T = [1 2] and f(x) = 12
Author: Luca Di Gaspero
DIEGM - University of Udine, Italy
l.digaspero@uniud.it
http://www.diegm.uniud.it/digaspero/
LICENSE
Copyright 2006-2009 Luca Di Gaspero
This file is part of QuadProg .
QuadProg is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 2 of the License, or
(at your option) any later version.
QuadProg is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with QuadProg ; if not, write to the Free Software
Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
*/
#include <iostream>
#include <sstream>
#include <string>
#include "QuadProg .hh"
int main (int argc, char *const argv[]) {
Matrix<double> G, CE, CI;
Vector<double> g0, ce0, ci0, x;
int n, m, p;
double sum = 0.0;
char ch;
n = 2;
G.resize(n, n);
{
std::istringstream is("4, -2,"
"-2, 4 ");
for (int i = 0; i < n; i )
for (int j = 0; j < n; j )
is >> G[i][j] >> ch;
}
g0.resize(n);
{
std::istringstream is("6.0, 0.0 ");
for (int i = 0; i < n; i )
is >> g0[i] >> ch;
}
m = 1;
CE.resize(n, m);
{
std::istringstream is("1.0, "
"1.0 ");
for (int i = 0; i < n; i )
for (int j = 0; j < m; j )
is >> CE[i][j] >> ch;
}
ce0.resize(m);
{
std::istringstream is("-3.0 ");
for (int j = 0; j < m; j )
is >> ce0[j] >> ch;
}
p = 3;
CI.resize(n, p);
{
std::istringstream is("1.0, 0.0, 1.0, "
"0.0, 1.0, 1.0 ");
for (int i = 0; i < n; i )
for (int j = 0; j < p; j )
is >> CI[i][j] >> ch;
}
ci0.resize(p);
{
std::istringstream is("0.0, 0.0, -2.0 ");
for (int j = 0; j < p; j )
is >> ci0[j] >> ch;
}
x.resize(n);
std::cout << "f: " << solve_quadprog(G, g0, CE, ce0, CI, ci0, x) << std::endl;
std::cout << "x: " << x << std::endl;
/* for (int i = 0; i < n; i )
std::cout << x[i] << ' ';
std::cout << std::endl; */
/* FOR DOUBLE CHECKING COST since in the solve_quadprog routine the matrix G is modified */
{
std::istringstream is("4, -2,"
"-2, 4 ");
for (int i = 0; i < n; i )
for (int j = 0; j < n; j )
is >> G[i][j] >> ch;
}
std::cout << "Double checking cost: ";
for (int i = 0; i < n; i )
for (int j = 0; j < n; j )
sum = x[i] * G[i][j] * x[j];
sum *= 0.5;
for (int i = 0; i < n; i )
sum = g0[i] * x[i];
std::cout << sum << std::endl;
}
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