Ziyi Wang

A Multi-Source Data-Driven Natural Disaster Emergency Management System: Risk Early Warning Framework, Social Media Opinion Mining, and Monitoring System Development

A natural disaster risk early warning system framework that spans the entire cycle of pre-disaster prevention, mid-disaster emergency response, and post-disaster recovery is constructed, forming a closed-loop governance chain of “monitoring–assessment–release–response–feedback–optimization.”