Wu, Zequn, et al. “Public Warning and Outreach to Reduce Pre-Evacuation Delay in Mountain Flash Flooding: Evidence from Liulimiao Town in Beijing”. Proceedings of the International ISCRAM Conference, vol. 23, May 2026, https://doi.org/10.59297/88b3z432.