Efficient spare part logistics plays crucial for maintaining the operational readiness of marine vessels. To enhance this process, shipyards must implement a robust system that guarantees timely access to necessary parts, controlling downtime and repair expenditures. This can involve decentralized inventory management, strategic procurement, and