About the Authors

Ziwu Pan

Roles Data curation, Software, Validation, Writing – original draft

Affiliations College of Geography and Environmental Science, Henan University, Kaifeng, China, Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng, China

Jun Zhu

Roles Data curation, Software, Validation, Writing – original draft

Affiliations College of Geography and Environmental Science, Henan University, Kaifeng, China, Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng, China

Junjie Liu

Roles Formal analysis, Methodology, Visualization

Affiliation Institute of Geographic Sciences and Natural Resources Research, Beijing, China

Jiangyan Gu

Roles Investigation, Visualization

Affiliation Wuhan University, Wuhan, China

Zhenzhen Liu

Roles Investigation, Visualization

Affiliations College of Geography and Environmental Science, Henan University, Kaifeng, China, Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng, China

Fen Qin

Roles Supervision, Writing – review & editing

qinfun@126.com

Affiliations College of Geography and Environmental Science, Henan University, Kaifeng, China, Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng, China

Yu Pan

Roles Formal analysis

Affiliation Guizhou University, Guiyang, China

Competing Interests

The authors have declared that no competing interests exist