I'm implementing simulated annealing in order to find the maximum of a mixture of two normal distributions.

I'm implementing simulated annealing in order to find the maximum of a mixture of two normal distributions. The problem is that if I won't restrict the search space for the variables the algorithm doesn't work well. So, I'd like to ask if it is appropriate to restict the search space of the objective function.