About the Authors

Siwatt Pongpiachan

Roles Conceptualization, Data curation, Formal analysis, Writing – original draft, Writing – review & editing

Affiliation NIDA Center for Research & Development of Disaster Prevention & Management, School of Social and Environmental Development, National Institute of Development Administration (NIDA), Bangkok, Thailand

Qiyuan Wang

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition

wangqy@ieecas.cn

Affiliation State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences (IEECAS), Xi’an, China

Ronbanchob Apiratikul

Roles Resources, Software

Affiliation Faculty of Science, Suansunandha Rajabhat, Bangkok, Thailand

Danai Tipmanee

Roles Data curation, Validation

Affiliation Faculty of Technology and Environment, Prince of Songkla University, Phuket, Thailand

Li Li

Roles Investigation, Methodology

Affiliation State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences (IEECAS), Xi’an, China

Li Xing

Roles Formal analysis, Investigation, Methodology

Affiliation School of Geography and Tourism, Shaanxi Normal University, Xi’an, China

Xingli Mao

Roles Data curation, Formal analysis, Investigation, Methodology

Affiliation School of Geography and Tourism, Shaanxi Normal University, Xi’an, China

Guohui Li

Roles Data curation, Formal analysis, Investigation, Methodology

Affiliation State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences (IEECAS), Xi’an, China

Yongming Han

Roles Data curation, Formal analysis, Funding acquisition, Investigation

Affiliation State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences (IEECAS), Xi’an, China

Junji Cao

Roles Funding acquisition, Supervision, Validation

Affiliation State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, Chinese Academy of Sciences (IEECAS), Xi’an, China

Vanisa Surapipith

Roles Conceptualization, Data curation, Formal analysis

Affiliation National Astronomical Research Institute of Thailand (Public Organization), Chiangmai, Thailand

Aekkapol Aekakkararungroj

Roles Resources, Software

Affiliation Asian Disaster Preparedness Center (ADPC), Bangkok, Thailand

Saran Poshyachinda

Roles Conceptualization, Supervision

Affiliation National Astronomical Research Institute of Thailand (Public Organization), Chiangmai, Thailand

Competing Interests

The authors have declared that no competing interests exist.