Railway provides a reliable mode of transportation that offers attractive solutions to energy and environmental concerns. However, maintaining railway infrastructure is a significant challenge. Condition Monitoring (CM) and Fault Detection and Isolation (FDI) methods can provide effective solutions, relying on Machine Learning (ML) to process large volumes of data.