About the Authors

Xinhui Luo

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Validation, Visualization, Writing – original draft

Affiliation Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China

Xueming Fang

Roles Conceptualization, Funding acquisition, Methodology, Visualization, Writing – original draft

fxm08045304@163.com

Affiliations Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China, Yunnan Institute of Public Safety and Emergency Management, Kunming, Yunnan, China

Jie Liu

Roles Formal analysis, Methodology, Writing – review & editing

Affiliations Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China, Yunnan Institute of Public Safety and Emergency Management, Kunming, Yunnan, China, Key Laboratory of Geological Disaster Risk Prevention and Emergency Reduction, Kunming, Yunnan, China

Henglin Liu

Roles Data curation, Writing – review & editing

Affiliations Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China, Key Laboratory of Geological Disaster Risk Prevention and Emergency Reduction, Kunming, Yunnan, China

Jiajia Zou

Roles Investigation, Visualization

Affiliation Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China

Yuanxi Xu

Roles Investigation, Validation

Affiliation Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China

Xingxing Liang

Roles Writing – review & editing

Affiliation Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China

Wei Sun

Roles Writing – review & editing

Affiliation Faculty of Public Security and Emergency Management, Kunming University of Science and Technology, Kunming, Yunnan, China

Competing Interests

The authors have declared that no competing interests exist.