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I found a way around. I can define f=abs(f1)+abs(f2)+... and minimize f using the simplex algorithm. However, I have not been play with the tolerance and maximum number of iterations in minimize(). Is there is simple way of changing the tolerance for minimize with alogorithm="simplex"?