About the Authors

Yuan Du

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

Affiliation Gansu Transportation Investment Management Co., Ltd, Lanzhou, Gansu, China

Ning Li

Roles Data curation, Validation, Writing – review & editing

273866413@qq.com

Affiliation Gansu Industry Technology Center of Transportation Construction Materials Research and Application, Lanzhou Jiaotong University, Lanzhou, Gansu, China

Manbin Yang

Roles Writing – review & editing, Visualization

Affiliation Gansu Industry Technology Center of Transportation Construction Materials Research and Application, Lanzhou Jiaotong University, Lanzhou, Gansu, China

She Shan

Roles Supervision, Visualization

Affiliation Gansu Transportation Investment Management Co., Ltd, Lanzhou, Gansu, China

Hui Dou

Roles Validation, Writing – review & editing

Affiliation Gansu Industry Technology Center of Transportation Construction Materials Research and Application, Lanzhou Jiaotong University, Lanzhou, Gansu, China

Yongzhi Chen

Roles Writing – review & editing

Affiliation Gansu Transportation Investment Management Co., Ltd, Lanzhou, Gansu, China

Xinyuan Liu

Roles Data curation, Methodology

Affiliation Gansu Transportation Investment Management Co., Ltd, Lanzhou, Gansu, China

Competing Interests

The authors have declared that no competing interests exist.