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I think that
FindFit package with the method
Nminimize yields global minimum if initial values of adjustable parameters are chosen properly with some constraints. I did use it to fit one data set to one formula but I wonder if one can hint to me how I can make a simultaneous fit to two different data sets and two different equations with some shared parameters.