RL-based Anomaly Detection

RL-based Anomaly Detection

Challenge

A chemical manufacturing company approached us to detect anomalies occurring in multiple devices using Reinforcement Learning.

Solution

• Ranked top 5 anomalies across multiple devices and to detect them RL based Anomaly Detection with Expert in Loop was proposed.
• Built ML models with optimal parameters on various algorithms and deployed the optimized model.
• Successfully validated the detection of targeted anomalies and alerted the maintenance team to prevent them ahead of time​.