Physical-informed deep learning framework for CO2-injected EOR compositional simulation

Ruixiao Sun, Huanquan Pan, Hongyu Xiong, Hamdi A. Tchelepi

Abstract: Highlights•Pioneered developing a deep-learning-based new reservoir simulation framework.•Redefined the process of phase behavior determinations in reservoir simulations.•First to propose applying deep learning techniques in single-phase identification.•Enhanced numerical convergence in challenging CO2 injection simulations.•Accelerated simulation computations significantly with the new DL-based framework.