Coal mine roof accidents pose a significant threat to the safety of personnel and equipment. To mitigate these risks. this study presents an improved time-series prediction model. called Nadam-LSTM. https://www.jmannino.com/mega-pick-NFL-San-Francisco-49ers-Zone-Block-iPhone-14-Pro-MagSafe-Case-p80213-quick-pick/