Answers are grounded in this paper and cite their sources.
Pilot deployment of a Disaster Preparedness Education System improves safety awareness in educational institutions, highlighting its effectiveness.
This work proposes a smart Disaster Preparedness and Response Education System (DPRES) designed for schools and colleges. The system integrates virtual simulation-based learning, real-time emergency response guidance, and automated safety assessment modules to improve disaster awareness among students and teachers. DPRES incorporates multi-hazard sim- ulation models, AI-driven adaptive training, and mobile-based emergency communication. To validate the efficiency of the proposed system, a pilot deployment was conducted in two educational institutions for six months. Evaluation results showed a 63% improvement in disaster protocol knowledge and a 47% reduction in emergency evacuation time during mock drills. The findings demonstrate that the system significantly enhances safety preparedness in the education sector.
No takes yet. Share an insight, caveat, or question.
Anis et al. (2026) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: