About the Authors

Jianxin Mao

Contributed equally to this work with: Jianxin Mao, Chaoran Pan, Luoxin Wang

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

jasonm12138@163.com (JM); wangluoxin26@gmail.com (LW)

Affiliation Department of Management Science, Yunnan University, Kunming, China

Chaoran Pan

Contributed equally to this work with: Jianxin Mao, Chaoran Pan, Luoxin Wang

Roles Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Validation, Visualization, Writing – review & editing

Affiliation School of Emergency Management science and Engineering, University of Chinese Academy of Sciences, Beijing, China

Luoxin Wang

Contributed equally to this work with: Jianxin Mao, Chaoran Pan, Luoxin Wang

Roles Data curation, Formal analysis, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

jasonm12138@163.com (JM); wangluoxin26@gmail.com (LW)

Affiliation Department of Management Science, Yunnan University, Kunming, China

Ming Liu

Roles Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Software, Supervision, Writing – original draft, Writing – review & editing

Affiliation Department of Management Science, Yunnan University, Kunming, China

Competing Interests

The authors have declared that no competing interests exist.