Anomaly Detection in MATLAB
Throughout the life cycle of a physical system, the occurrence of failures or malfunctions poses a potential threat to its normal functioning. To safeguard against critical interruptions, it becomes imperative to implement an anomaly detection system within the facility. Termed as a fault diagnosis system, this mechanism is designed to identify potential malfunctions within the monitored system. The pursuit of fault detection stands as a pivotal and defining phase in maintenance interventions, demanding a systematic and deterministic approach to comprehensively analyze all conceivable causes that might have led to the malfunction.
In this chapter, we will learn the basic concepts of anomaly detection systems and how to implement an anomaly detection system in MATLAB.
We’re going to cover the following main topics:
- Introducing anomaly detection and fault diagnosis systems
- Using machine learning (ML) to identify anomalous functioning...