About the Authors

Hongju Chen

Roles Conceptualization, Data curation, Formal analysis, Methodology, Writing – original draft

Affiliation School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, China

JianPing Yang

Roles Funding acquisition, Methodology, Project administration

jianping@lzb.ac.cn

Affiliation State Key Laboratory of Cryospheric Science, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou, China

Chunping Tan

Roles Investigation, Project administration, Resources, Validation

Affiliation Institute for Disaster Management and Reconstruction, Sichuan University–The Hong Kong Polytechnic University, Chengdu, China

Jianqiang Wang

Roles Methodology, Project administration, Resources

Affiliation School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou, China

Xingran Cai

Roles Methodology, Resources, Writing – review & editing

Affiliation Geography Science Institute, Shanxi Normal University, Taiyuan, China

Competing Interests

The authors have declared that no competing interests exist.