Caixia Li received her B.Eng. degree in Energy and Power Engineering from Ludong University in 2017, and her M.Eng. degree in Power Engineering and Engineering Thermophysics from Shenyang Aerospace University in 2022. She is currently pursuing her Doctor of Philosophy (PhD) degree in Mechanical Engineering at Universiti Malaysia Pahang Al‑Sultan Abdullah (UMPSA). Her research interests include multiphase flow analysis, EOR technology, computational fluid dynamics, and energy applications. Furthermore, they have published numerous papers in the field of energy applications.