From a combinatorics perspective, what if what you are requiring of the optimization algorithm is too scattered?

In other words, from a combinatorics perspective, what if what you are requiring in terms of the optimization problem specification, also referring to the constraints, including equality constraints, implies too scattered and sparse coefficient (variable cell) ranges.

Is this possible? The algorithm may then struggle to locate the feasible regions or ranges.

I am particularly referring to a nonconvex nonlinear optimization problem.

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