forum.alglib.net

I think that you can do as follows:
1. get one solution
2. modify your problem by adding barrier function around this solution (something like bump function, I suppose)
3. go back to (1)

The problem is how to choose barrier width - it seems to be too problem-dependent. And you may need multi-start in order to converge to some hard-to-find solutions.