First of all, no algorithm can provide a global minimum. There are many useful algorithms, but there isn’t a guaranteed solution. Second, you don’t actually want to maximize portfolio performances, because it will lead you to overfit. What you really want is a reasonably high value of the Sharpe ratio but not necessarily the highest one. That’s the useful result of genetic algorithms.