The global petroleum industry depends on a complex and intricate fuel transportation network of transport logistics to efficiently deliver crude oil and refined products from production sites to consumers worldwide. Optimizing these supply chains is crucial for ensuring energy security, minimizing costs, and meeting the ever-growing global demand f