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It is also noticed that for the same 3 constraints and with different initial point, the algorithm says “No Solution: the system of linear equations is inconsistent” as well sometimes. upon first hand observation of the constraints one can easily say that it is not so. There definitely exists so many points which satisfy all constraints. The optimization procedure just needs to find which of these solutions give the minimum value for the same RealScalarFunction ,which it fails to do and gives weird comments as output!!!