About the Authors

Tianwen Zhao

Roles Conceptualization, Data curation, Methodology, Software, Writing – original draft

Affiliation Department of Trade and Logistics, Daegu Catholic University, Gyeongsan, Republic of Korea

Guoqing Chen

Roles Conceptualization, Investigation, Resources, Writing – review & editing

Affiliations Mathematical Modeling Research Center, Chengdu Jincheng College, Chengdu, China, Department of Mathematics, Faculty of Science, Mahasarakham University, Maha Sarakham, Thailand

Sujitta Suraphee

Roles Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – review & editing

Affiliations Department of Mathematics, Faculty of Science, Mahasarakham University, Maha Sarakham, Thailand, Digital Innovation Research Cluster for Integrated Disaster Management in the Watershed (DIIDMrc), Mahasarakham University, Maha Sarakham, Thailand

Tossapol Phoophiwfa

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Validation, Visualization

Affiliations Department of Mathematics, Faculty of Science, Mahasarakham University, Maha Sarakham, Thailand, Digital Innovation Research Cluster for Integrated Disaster Management in the Watershed (DIIDMrc), Mahasarakham University, Maha Sarakham, Thailand

Piyapatr Busababodhin

Roles Conceptualization, Formal analysis, Project administration, Software, Validation, Writing – review & editing

65010263001@msu.ac.th

Affiliations Department of Mathematics, Faculty of Science, Mahasarakham University, Maha Sarakham, Thailand, Digital Innovation Research Cluster for Integrated Disaster Management in the Watershed (DIIDMrc), Mahasarakham University, Maha Sarakham, Thailand

Competing Interests

The authors have declared that no competing interests exist.