Seqiang Zhuo1,2, Zaile Zhou3,4,*, Yinglun Qin1,2, Yuzhu Kang1,5, Hui Zhao3,4,
Lie Kong6, Zhihong Kang7
1 Guangxi Shale Gas Benefit-Oriented Exploration and Development Academician Workstation, Nanning 53020, China.
2 Guangxi Shale Gas Exploration and Development Co., Ltd, Liuzhou 545002, China.
3 School of Petroleum Engineering, Yangtze University, Wuhan 434023, China.
4 Hubei Key Laboratory of Drilling and Production Engineering for Oil and Gas, Yangtze University, Wuhan 430100, China.
5 Petroleum Exploration and Production Research Institute, Sinopec, Beijing 102200, China
6 Department of Mechanical, Aerospace and Civil Engineering, University of Manchester, Manchester, United Kingdom.
7 Energy College, China University of Geosciences (Beijing), Beijing 100083, China.
* Correspondence: Zaile Zhou, E-mail: zhouzaile@yangtzeu.edu.cn
Received : 10 Feb 2026 / Accepted : 13 Feb 2026 / Published : 28 Feb 2026