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