About the Authors

Deng Zhao

Roles Conceptualization, Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Writing – original draft

Affiliations School of Public Administration, Yanshan University, Qinhuangdao City, Hebei Province, China, HEKRI of Marine Economy and Coastal Economic Zone, Hebei Normal University of Science and Technology, Qinhuangdao City, Hebei Province, China

Xu Dongmei

Roles Conceptualization, Data curation, Investigation, Visualization

Affiliation School of Public Administration, Yanshan University, Qinhuangdao City, Hebei Province, China

Zhou Yutao

Roles Formal analysis, Visualization

Affiliation College of Transportation Engineering, Dalian Maritime University, Dalian City, Liaoning Province, China

Daun Wei

Roles Data curation, Funding acquisition, Project administration, Writing – review & editing

* duanwei106@aliyun.com

Affiliation College of Transportation Engineering, Dalian Maritime University, Dalian City, Liaoning Province, China

Competing Interests

There is no conflict of interest in the submission of this manuscript, and the manuscript is approved by all authors for publication, in whole or in part.