About the Authors

Jinping Zhang

Contributed equally to this work with: Jinping Zhang, Xiangli Zhou

Roles Methodology, Writing – original draft

Affiliation College of Geography and Environmental Sciences, Hainan Normal University, Haikou, Hainan, China

Xiangli Zhou

Contributed equally to this work with: Jinping Zhang, Xiangli Zhou

Roles Formal analysis, Writing – original draft

Affiliation College of Geography and Environmental Sciences, Hainan Normal University, Haikou, Hainan, China

Bing Xue

Roles Project administration, Supervision

Affiliation Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang, Liaoning, China

Fang Su

Roles Investigation

Affiliation School of Economics and Management, Shaanxi University of Science & Technology, Xi’an, Shanxi, China

Jingzhong Li

Roles Validation

Affiliation College of Urban Planning and Architecture, Xuchang University, Xuchang, Henan, China

Fang Li

Roles Data curation

Affiliation College of Geography and Environmental Sciences, Hainan Normal University, Haikou, Hainan, China

Tong Chu

Roles Visualization

Affiliation College of Geography and Environmental Sciences, Hainan Normal University, Haikou, Hainan, China

Yeqing Cheng

Roles Conceptualization, Funding acquisition, Project administration, Writing – review & editing

HSchengyq@hainnu.edu.cn

Affiliation College of Geography and Environmental Sciences, Hainan Normal University, Haikou, Hainan, China

Competing Interests

The authors have declared that no competing interests exist.