SPC based Predictive Analytics for Failure Prediction

Application by Tech Mahindra

Supported Industries: Manufacturing

Summary

Statistical Process Control

This application focusses on providing Statistical Process Control techniques to monitor deviation in process parameters. The equipment parameters are monitored for deviation from set limits for prediction of failure of the equipment or job being processed. The real time alert mechanisms inform the operator and shop supervisor on possible process deviations or equipment failure based on trend analysis.

Connectivity

Special Purpose Machines, PLC Based Machines, Conventional Equipment, Multi-Axis CNC Machines, MindConnect Nano & MindSphere

Process Impact

Visualization of process and performance data, trend analysis leads to fault prediction and predictive maintenance recommendations.

Business Opportunities

  • Reduce below-quality product output through better machine process performance and OEE
  • Improve asset availability with predictive maintenance recommendations
  • Accelerate maintenance workflows and improve uptime

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