A new decision framework may aid underground coal mines in evaluating safety strategies. The development of this framework appears to be related to various studies and technologies, including dynamic multi-criteria decision making and digital twin-driven deep learning prediction. However, the safety of coal mines remains a concern, as evidenced by reports of accidents and explosions at mines in different locations.