About the Authors

Xiaoguang Zhang

Roles Data curation, Investigation, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

Affiliations School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China, Heilongjiang Key Laboratory of Petroleum and Petrochemical Multiphase Treatment and Pollution Prevention, Daqing, Heilongjiang, China

Fan Yu

Roles Visualization, Writing – original draft

Affiliations School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China, Heilongjiang Key Laboratory of Petroleum and Petrochemical Multiphase Treatment and Pollution Prevention, Daqing, Heilongjiang, China

Yu Jin

Roles Data curation, Software

Affiliations School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China, Heilongjiang Key Laboratory of Petroleum and Petrochemical Multiphase Treatment and Pollution Prevention, Daqing, Heilongjiang, China

Lixin Zhao

Roles Formal analysis

Affiliations School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China, Heilongjiang Key Laboratory of Petroleum and Petrochemical Multiphase Treatment and Pollution Prevention, Daqing, Heilongjiang, China

Suling Wang

Roles Writing – original draft

Affiliation School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China

Baorui Xu

Roles Conceptualization, Data curation, Methodology, Software, Supervision, Validation, Writing – original draft, Writing – review & editing

xubaorui2009@126.com

Affiliations School of Mechanical Science and Engineering, Northeast Petroleum University, Daqing, Heilongjiang, China, Heilongjiang Key Laboratory of Petroleum and Petrochemical Multiphase Treatment and Pollution Prevention, Daqing, Heilongjiang, China

Competing Interests

The authors have declared that no competing interests exist.