About the Authors

Chunjie Li

Roles Conceptualization, Methodology

Affiliation Hebei Expressway Group Limited, Shijiazhuang, China

Guanglin Sun

Roles Methodology

Affiliation Research Institute for Road Safety of MPS, Beijing, China

Xinjian Liu

Roles Supervision

Affiliation Hebei Expressway Group Limited, Shijiazhuang, China

Haiyuan Sun

Roles Formal analysis, Validation

Affiliation Guangzhou Fengyulei Technology Company Limited, Guangzhou, China

Sen Qiu

Roles Visualization, Writing – original draft, Writing – review & editing

1021953541@qq.com

Affiliation Guangzhou Fengyulei Technology Company Limited, Guangzhou, China

Competing Interests

The authors have declared that no competing interests exist.