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Case Studies

RL-based Anomaly Detection


Recognize abnormalities and non-confirming patterns in your operations and processes.

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​.

Project Info

  • Title:Anomaly Detection
  • Client: Chemical Industry
  • Location: India
  • Completed Date: 2022

Value-Addition​​

  • Detected the possibility of a bearing failure in one of the centrifugal pumps using vibrational analysis​.
  • Predicted the malfunctioning of a cooling tower through temperature analysis and prevented the unplanned downtime.​
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