About the Authors

Xiu Jin

Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

Affiliation School of Business Administration, Liaoning Technical University, Huludao, Liaoning, China

Taiji Yu

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

yutj1988@126.com

Affiliations College of Safety Science and Engineering, Liaoning Technical University, Huludao, Liaoning, China, College of Earth Sciences, Jilin University, Changchun, Jilin, China

Pujun Wang

Roles Data curation, Funding acquisition, Resources, Supervision

Affiliation College of Earth Sciences, Jilin University, Changchun, Jilin, China

Minglong Nie

Roles Software, Validation

Affiliation College of Safety Science and Engineering, Liaoning Technical University, Huludao, Liaoning, China

Shichang Lu

Roles Investigation, Visualization

Affiliation School of Business Administration, Liaoning Technical University, Huludao, Liaoning, China

Competing Interests

The authors have declared that no competing interests exist.