Efficient spare part logistics is crucial for maintaining the operational readiness of marine vessels. To maximize this process, fleet managers must implement a robust framework that ensures timely access to necessary parts, minimizing downtime and repair expenditures. This can comprise distributed inventory management, proactive procurement, and