The oil and gas industry relies on a complex network of logistics to guarantee the seamless flow of resources from extraction to consumption. Optimizing these operations is critical for efficiency. Effective storage facilities are crucial for managing fluctuating demand, while safe and reliable transportation methods, including pipelines, tankers,