define an objective function with user defined number of variables in fminunc()
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Suppose I want to define the following function in matlab which returns the output of fminunc(). The problem here is the number of variables depends on the user input. How do I define the objective function fun() such that it automatically adapts to the number of variables.
function xmin = problem(n)
if n == 1
fun = @(x) x^2+2*x+3;
xmin = fminunc(fun,1);
end
if n == 2
fun = @(x) x(1)^2+x(2)^2+2*(x(1)+x(2))+3;
xmin = fminunc(fun,[1 0]);
end
if n == 3
fun = @(x) x(1)^2+x(2)^2+x(3)^2+2*(x(1)+x(2)+x(3))+3;
xmin = fminunc(fun,[1 0 0]);
end
% n is the number of variables for fun.
% the list goes on. n==4, n==5,...
end
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Réponse acceptée
Matt J
le 17 Jan 2025
Modifié(e) : Matt J
le 17 Jan 2025
The only way fminunc knows the number of variables is by looking at numel(x0) where x0 is the initial guess:
xmin = fminunc(fun,x0)
It doesn't look at fun in any way to determine that. So, your current code should be fine.
You could make your initial guess a function of n in some way. Looking at the pattern you have now, you could modify to the following, but it seems to me that the benefit is marginal.
function xmin = problem(n)
x0=[1,zeros(1,n-1)];
switch n
case n=1
fun = @(x) x^2+2*x+3;
case n=2
fun = @(x) x(1)^2+x(2)^2+2*(x(1)+x(2))+3;
case n=3
fun = @(x) x(1)^2+x(2)^2+x(3)^2+2*(x(1)+x(2)+x(3))+3;
end
xmin = fminunc(fun,x0);
end
Plus de réponses (2)
Catalytic
le 17 Jan 2025
In the narrow case where your fun is always going to be an anonymous function of x, you could do this -
xmin=problem( @(x) x(1)^2+x(2)^2+x(3)^2+2*(x(1)+x(2)+x(3))+3 )
function xmin = problem(fun)
n=numel( unique(extract(func2str(fun) , "x(" + digitsPattern+")")) );
x0=[1,zeros(1,n-1)]
xmin = fminunc(fun,x0 ,optimoptions('fminunc','Display','off') );
end
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