Efficient spare part logistics are crucial for maintaining the operational readiness of marine vessels. To maximize this process, fleet managers must implement a robust framework that provides timely access to necessary parts, reducing downtime and repair expenditures. It can comprise decentralized inventory management, strategic procurement, and