Fault Detection and Isolation (FDI) is a critical process in control systems and engineering that involves identifying and diagnosing faults in a system to ensure reliability and safety. It employs various methods, such as model-based and data-driven approaches, to detect anomalies and isolate the root cause of faults for timely corrective actions.