@luc1anocruz I don't have this game, nor do I know it, but, researching it, it looks like it's a MAME game that uses a CHD file, is that it?

These games tend to be heavier, and in order to avoid crashes, you usually need a better hardware...

Perhaps, if you change the romset and the corresponding core, there may be some improvement, but I cannot guarantee, you need to test...