“…Molecular dynamics (MD) simulations, in conjunction with experimental techniques, provide powerful methods to study the dynamics, structure, and energetic properties of nanoscale systems, including those encountered in shale oil reservoirs. ,,, MD simulations have been effectively utilized to model fluids in diverse reservoir rocks, such as clays, quartz, carbonates, and kerogen . However, most of the existing research studies involve pure water or gas phase , replacement fluid; little attention has been paid to hybrid fluids.…”