The global petroleum industry heeds a complex and intricate network of transport logistics to efficiently deliver crude oil and refined products from production sites to consumers worldwide. Improving these supply chains is crucial for ensuring energy security, controlling costs, and meeting the ever-growing global demand for fuel. A key component