Anomaly detection is a hot topic among those working on Industry 4.0 and digital twin initiatives, but its very hard to do well. In this talk, we will discuss some new methods for using sensor data to drive anomaly detection, and illustrate them with a demonstration of Reality AI's new Anomaly Detection system, built with our partner Advantech. We'll discuss:
- How to select the best sensor
- Machine learning approaches for anomaly detection
- Using anomaly detection to bootstrap models for Remaining Useful Life and Condition Monitoring
- Connectivity and integration challenges
