About the Authors

Yanyu Cui

Roles Conceptualization, Project administration, Writing – review & editing

Affiliation Civil Aviation University of China, Dongli District, Tianjin, China

Changhong Xiong

Roles Formal analysis, Writing – original draft

Affiliation Civil Aviation University of China, Dongli District, Tianjin, China

Shugang Yang

Roles Formal analysis, Validation, Visualization

Affiliation Liaohe Oilfield of China National Petroleum Corp, Panjin, Liaoning, China

Qingmiao Ding

Roles Funding acquisition, Project administration, Writing – review & editing

qmding@cauc.edu.cn

Affiliation Civil Aviation University of China, Dongli District, Tianjin, China

Kai Zhang

Roles Investigation, Resources

Affiliation Tianjin Jeppesen International Flight College, Tianjin, China

Chen Xu

Roles Data curation, Funding acquisition, Writing – original draft

Affiliation Civil Aviation University of China, Dongli District, Tianjin, China

Competing Interests

The authors have declared that no competing interests exist.