1 results match your criteria: "Tianjin Traffic Science Research Institute[Affiliation]"
Experimental Study on Emergency Psychophysiological and Behavioral Reactions to Coal Mining Accidents.
Appl Psychophysiol Biofeedback
December 2024
Tianjin Traffic Science Research Institute, Tianjin Municipal Transportation Commission, Tianjin, 300074, China.
Article Synopsis
- Effective emergency responses play a critical role in preventing coal mine accidents and injuries, with this study focusing on the psychophysiological reactions during such emergencies.
- Using virtual reality simulations, researchers analyzed emergency reactions through various statistical methods and implemented machine learning classifiers to identify key behavioral patterns like agility and panic.
- The findings, particularly with the top-performing random forest model achieving 92% accuracy, highlight the strong connection between mental reactions to accidents and physiological changes, suggesting that these insights could improve early warning systems in the coal mining industry.