Anurag Singh

Digital Twin-enabled predictive fire detection using IOT and Machine learning

Fire incidents in built environments continue to cause significant human and economic losses, despite widespread deployment of automated fire detection systems. Most existing systems rely on reactive threshold-based sensing, which limits early intervention capabilities. In this study, a digital twin-enabled predictive...