About the Authors

Qiliang Liu

Roles Formal analysis, Investigation

Affiliation School of Civil Engineering, Science and Technology College of Hubei University of Arts and Science, Xiangyang, China

Fei Zhou

Roles Funding acquisition, Supervision

zhoufei_dj0521@163.com

Affiliations School of Civil Engineering and Architecture, HuBei University of Arts and Science, Xiangyang, China, Hubei Key Laboratory of Vehicle-infrastructure Cooperation and Traffic Control, Hubei University of Arts and Science, Xiangyang, China

Jun’an Lei

Roles Data curation, Writing – original draft

Affiliations School of Civil Engineering and Architecture, HuBei University of Arts and Science, Xiangyang, China, Hubei Key Laboratory of Vehicle-infrastructure Cooperation and Traffic Control, Hubei University of Arts and Science, Xiangyang, China

Fujing Zhao

Roles Validation, Writing – review & editing

Affiliation School of Education, HuBei University of Arts and Science, Xiangyang, China

Competing Interests

The authors have declared that no competing interests exist.