About the Authors

Zhiyuan Gao

Roles Formal analysis, Resources, Writing – original draft, Writing – review & editing

1340086909@qq.com (ZG); 1214090613@qq.com (JZ)

Affiliation School of Civil and Transportation Engineering, Yellow River Conservancy Technical University, Kaifeng, China

Jiaolei Zhang

Roles Conceptualization, Data curation, Methodology, Writing – original draft

1340086909@qq.com (ZG); 1214090613@qq.com (JZ)

Affiliation College of Urban Development and Modern Transportation, Xi’an University of Architecture and Technology, Xi’an, China

Competing Interests

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.