about parametric sweep and optimization

I built a reaction model, I want to know the equilibrium states of the reaction at difference concentration of one material. so I use the parametric sweep to calculate the equilibrium results.
but when I want to regress the equilibrium parameter of the reaction with experiment data.
I can't find how to use optimization tools to finish it.
could you please tell me how to use optimization with parametric sweep?
thank you,