Oil and gas simulation has become increasingly crucial in the petroleum industry, offering engineers and operators vital tools for decision-making, optimizing performance, and reducing costs. By utilizing mathematical models and computer simulations, oil and gas simulation predicts behavior and enables a deeper understanding of reservoir dynamics. However, this field also faces several...