Are they going to recreate the big bang?

Maybe. Not 'they', but it is predicted that somehow the expansion of the universe suddenly stops, the universe will be pulled together by its own gravity, and will be crused to immense density. This is called the Big Crush or The Big Freeze.

If this happens, there will be another big bang, maybe creating another universe.