You can try using a chin strap or mouth tape to keep your mouth closed. They’re both fairly cheat and can be bought on Amazon. If your mouth is open, there’s no seal for the air pressure and there’s no air pressure to stop your airway from closing.

Anti Snore Chin Strap https://www.amazon.com/dp/B08DR16XGV?ref=ppx_pop_mob_ap_share