Solving a nonlinear programming using MATLAB?
3 次查看(过去 30 天)
显示 更早的评论
Hello, experts, just wondering if MATLAB can solve a non-linear programming efficiently. The decision variable is a vector of N, call it a, a is discrete. Has a linear constraint. The objective is p'a+c'max(a-1,0) is nonlinear form.
Can anybody show an example of code? Thanks.
0 个评论
采纳的回答
Johan Löfberg
2014-8-15
fmincon is not applicable since you have integrality constraints.
The model can easily be converted to a mixed-integer linear problem (if c is non-negative using a standard epigraph reformulation of the max operator, otherwise using a big-M model of it), for which there are many solvers available for MATLAB
The MATLAB toolbox YALMIP makes the modelling easy. Install a MILP solver for good performance (otherwise it uses its own naive implementation)
N = 10;
c = rand(N,1);
p = randn(N,1);
a = intvar(N,1);
solvesdp([-5 <= a <= 5],p'*a+c'*max(a-1,0))
double(a)
Note though, I think you can solve this problem analytically.
更多回答(0 个)
另请参阅
类别
在 Help Center 和 File Exchange 中查找有关 Nonlinear Optimization 的更多信息
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!