The oil and gas industry stands as a cornerstone of global energy systems, with operational safety and workforce proficiency being non-negotiable for sustainable development. As the demand for standardized, risk-free training grows, petroleum engineering simulation technology has emerged as a critical tool to bridge the gap between theoretical lear