The oil and gas industry depends critically on efficient logistics for the timely movement of crude oil. From extraction to processing, every stage demands a carefully coordinated network of storage, transportation, and other logistical processes. Optimizing these procedures is crucial to reducing costs, minimizing environmental consequences, and