Rail transportation is a cornerstone of global logistics, ensuring the safe and reliable movement of people and goods. Despite its seemingly straightforward model—load, transport, unload—the processes involved are complex and multifaceted. Effective asset management is crucial in this challenging environment, where the failure of a single asset can disrupt entire operations. To maintain efficiency and