for loop for gradient nested within objective function of fmincon

3 vues (au cours des 30 derniers jours)
Hideto Koizumi
Hideto Koizumi le 19 Avr 2018
Commenté : Hideto Koizumi le 23 Avr 2018

Dear all, I am trying to include for-loop to define gradient nested within objective function of fmincon as below. However, I am getting an error saying the number of elements for the gradient has to be 10. How can properly incorporate for-loop in the gradient nested in the objective function?

clc
clear
%%
n = 10;
Q0 = 0;
x0 = zeros(n, 1) + 25;
p0 = 1;
I = 50;
p1 = 1.25;
A1 = -diag(ones(n, 1));
%%
A2 = zeros(n/2, n);
for i = 1:n/2
    w = A2(i, :);
    j = 2*i;
    w(1:2:j) = 1;
    w(2:2:j) = -1;
    A2(i, :) = w;
end
%%
A3 = zeros(n/2, n);
for i = 1:n/2
    w = A3(i, :);
    j = 2*i;
    w(j) = 1;
    A3(i, :) = w;
end
%%
A12 = vertcat(A1, A2);
A = vertcat(A12, A3);
%%
b = zeros(2*n, 1);
for i = 1:2*n
    if i <= n
        b(i) = 0;
    elseif i > n && i <= n + n/2
        b(i) = Q0;
    elseif i > n + n/2 && i <= n + n/2 + floor((n/2)/2) + 1
        b(i) = I/p0;
    else
        b(i) = I/p1;
    end
end
Aeq = [];
beq = [];
lb = [];
ub = [];
nonlcon=[];
options = optimoptions('fmincon','SpecifyObjectiveGradient',true);
sol = fmincon(@myobj,x0,A,b, Aeq, beq, lb, ub, [], options);
%---------------------------------------------------------
function [f, g] = myobj(x)
global I
global p0
global p1
global n
q0 = x(2:2:n/2+1);
a0 = x(1:2:n/2+1);
c0 = ones(length(q0), 1).*I - q0.*p0;
u0= a0.^(1/2).*c0.^(1/2);
q1 = x(n/2+3:2:n);
a1 = x(n/2+2:2:n);
c1 = ones(length(q1), 1).*I - q1.*p1;
u1= a1.^(1/2).*c1.^(1/2);
f = -1*(sum(u0 + u1));
% if nargout > 1
%     g = -x;
% end
if nargout > 1
    g = [];
    for i = 1:n
        if mod(i,2)==0
            dx = -(1/2 * 1/sqrt(x(i)));
        elseif (mod(i,2) ~= 0) && (i <= n/2 + 1)
            dx = -(1/2 * (-p0)/sqrt((I  - p0*x(i))));
        elseif (mod(i,2) ~= 0) && (i > n/2 + 1)
            dx = -(1/2 * (-p1)/sqrt((I - p1*x(i))));
        end
        g = [g;dx];
    end
end    
end
%---------------------------------------------------------    

Réponse acceptée

Alan Weiss
Alan Weiss le 20 Avr 2018

It looks to me as if your gradient should have 10 elements.

Did you declare all those variables global in the workspace? Maybe n isn't being passed. For more reliable ways to include extra parameters and avoid global variables, see Passing Extra Parameters.

Alan Weiss

MATLAB mathematical toolbox documentation

Plus de réponses (0)

Catégories

En savoir plus sur Programming dans Help Center et File Exchange

Community Treasure Hunt

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

Start Hunting!

Translated by