Optimizing minimization with fmincon function

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ektor
ektor 2019 年 5 月 25 日
Dear all,
I have this function which I minimize:
g=randn(1000,1);
u=randn(1000,1);
y=randn(1000,1);
options = optimoptions('fmincon','Display','off');
f = @(x) sum( ( y-x(1)*g-u*x(2) ).^2 );
nonlcon = @unitdisk;
x = fmincon(f,[0.2 0.02],[],[],[],[],[],[],nonlcon,options);
where
function [c,ceq] = unitdisk(x)
c = - x(2) +0.01;
ceq = [];
Is there a faster way of doing this minimization?
Thanks in advance.

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Sulaymon Eshkabilov
Sulaymon Eshkabilov 2019 年 5 月 25 日
Hi,
By setting up the solver algorithm in the option settings, the simulation time cna be shortened substantially. E.g.
g=randn(1000,1);
u=randn(1000,1);
y=randn(1000,1);
options = optimoptions('fmincon','Display','off', 'Algorithm', 'active-set');
f = @(x) sum( ( y-x(1)*g-u*x(2) ).^2 );
nonlcon = @unitdisk;
x = fmincon(f,[0.2 0.02],[],[],[],[],[],[],nonlcon,options);
This algorithm shortens the computation time by about 50%. If you are not satisfied with this, you can investigate furthermore with the option settings for fmincon.
Good luck.
  2 件のコメント
ektor
ektor 2019 年 5 月 25 日
Indeed it is much faster now.
What should be the 'options' settings for the 'fminsearch'?
Could you give me an 'options' example for this function?
Sulaymon Eshkabilov
Sulaymon Eshkabilov 2019 年 5 月 26 日
hi,
Again if you post your example, that would be good to answer specifically w.r.t your problem constraints.

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