How can i solve this optimization problem?

5 次查看(过去 30 天)
Hi,
My cost function is:
clear all
clc
syms delta_Uk
F = rand(4,5);
Xf = rand(5,1);
phi = rand(4,2);
Q = rand(4,4);
R_bar = rand(2,2);
Rs = rand(4,1);
YY = F * Xf + phi * delta_Uk;
J = (transpose(Rs - YY)) * Q * (Rs - YY) + (transpose(delta_Uk)) * R_bar * delta_Uk;
Which command / optimization technique may be used to find delta_Uk which make J minimum? There is no contraint on this problem.
Thanks,

采纳的回答

Bjorn Gustavsson
Bjorn Gustavsson 2021-8-31
Best route might be to properly differentiate J with respect to delta_Uk and solve the normal equations and find an analytical solution to that system of equations, and check/verify that it is the global minimum - this is after all some kind of 2-D quadratic equation. It should be possible to solve with the symbolic tools available too for general forms of the constant matrices if you define those variables as arrays:
syms F [4 5]
and so on. For a numerical solution you simply have to define YY and J as functions which you can do like this:
F = rand(4,5);
Xf = rand(5,1);
phi = rand(4,2);
Q = rand(4,4);
R_bar = rand(2,2);
Rs = rand(4,1);
YY = @(delta_Uk) F * Xf + phi * delta_Uk;
J = @(dUk) (transpose(Rs - YY(dUk))) * Q * (Rs - YY(dUk)) + (transpose(dUk)) * R_bar * dUk;
This gives you your cost-function J as a function-handle which you can treat pretty much identically like ordinary matlab-function. To minimize it you can simply call fminsearch:
best_dUk = fminsearch(J,[1;2])
Which should give you the optimal value for delta_Uk.
HTH
  3 个评论
Volkan Yangin
Volkan Yangin 2021-8-31
Finally, i want to ask another question. If we have constraints, is there any alternative way instead of fminsearch?
Bjorn Gustavsson
Bjorn Gustavsson 2021-8-31
My pleasure.
You have at least two FEX-submissions that helps you with that problem: fminsearchbnd and minimize. Then you have the optimisation-toolbox functions fmincon (and possibly lsqnonlin if you can differentiate your quadratic equation into normal-equations).

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Solver Outputs and Iterative Display 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by