how to build a good test bed?

It depended on the population size and the sampling strategy I used. If I used larger population and less converging sampling strategy then I could run up to about 100 generations before it would converge.

And I think the solution space is very non-convex with lots of local minima, I ran quite a few simulations and it converged to different solutions each time.