Non convex problem

As you wrote, that problem is non-convex. How to solve such a non-convex (nonlinear least squares) problem is out of scope of this forum. Perhaps look into YALMIP or seek help at https://or.stackexchange.com/ or https://scicomp.stackexchange.com/

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