An effective disaster early warning mechanism (EWM) is crucial for mitigating the impacts of earthquakes and pandemics like COVID-19. For earthquakes, systems like Japan's Earthquake Early Warning (EEW) provide real-time alerts. The EEW detects seismic waves and sends warnings seconds before shaking begins, allowing people to take cover and enabling transportation and critical infrastructure to prepare for impact. For instance, during the 2011