About the Authors

Mingming Cheng

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

Rachel19cheng@163.com

Affiliation Institute of Chemical and Safety Engineering, Binzhou University, Binzhou, Shandong, People’s Republic of China

Long Yu

Roles Data curation

Affiliation Department of Civil & Environmental Engineering, National University of Singapore, Singapore, Singapore

Jianbo Gao

Roles Writing – review & editing

Affiliation Binzhou Industry and Information Bureau, Binzhou, China

Guanglun Lei

Roles Supervision

Affiliation Institute of Petroleum Engineering, China University of Petroleum (East China), Qingdao, Shandong, People’s Republic of China

Zaiwang Zhang

Roles Investigation

Affiliation Institute of Chemical and Safety Engineering, Binzhou University, Binzhou, Shandong, People’s Republic of China

Competing Interests

The authors have declared that no competing interests exist.