About the Authors

Shiliang Liu

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

shiliangliu@bnu.edu.cn

Affiliation School of Environment, Beijing Normal University, Beijing, China

Yijie Yin

Roles Data curation, Investigation, Methodology, Software, Visualization, Writing – original draft

Affiliation School of Environment, Beijing Normal University, Beijing, China

Fangyan Cheng

Roles Conceptualization, Methodology

Affiliation School of Environment, Beijing Normal University, Beijing, China

Xiaoyun Hou

Roles Writing – review & editing

Affiliation School of Environment, Beijing Normal University, Beijing, China

Shikui Dong

Roles Conceptualization

Affiliation School of Environment, Beijing Normal University, Beijing, China

Xue Wu

Roles Writing – review & editing

Affiliation School of Environment, Beijing Normal University, Beijing, China

Competing Interests

The authors have declared that no competing interests exist.