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Machine Maintenance Management Predictive Analytics Use Case - Smarten

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Predictive analytics for maintenance management can take the guesswork out of equipment maintenance, which parts to order and when equipment should be replaced.

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Machine Maintenance Management Predictive Analytics Use Case - Smarten

  1. 1. Maintenance Management Predictive Analytics Use Case
  2. 2. • Predictive maintenance techniques are designed to help anticipate equipment failures to allow for advance scheduling of corrective maintenance, thereby preventing unexpected equipment downtime, improving service quality for customers, and also reducing the additional cost caused by over-maintenance in preventative maintenance policies. Maintenance Management Sample Application Description
  3. 3. Target Machine Failure Maintenance Management Sample Application
  4. 4. • Effecting factors of machine – Temperature, Humidity • Various other machine data from Sensors Influencing Factors Maintenance Management Sample Application
  5. 5. Binary Logistic Regression is the method used for classifying numeric and/or categorical data into two groups based on predefined categories. • Higher classification accuracy (>=70%) means the results are reliable and accurate. • Lower classification accuracy (<70%) means the model needs to be rebuilt using different input parameters. Algorithm(s) Maintenance Management Sample Application
  6. 6. Training dataset Maintenance Management Sample Application
  7. 7. Testing dataset Maintenance Management Sample Application
  8. 8. Model Visualization Maintenance Management Sample Application
  9. 9. Model Visualization Maintenance Management Sample Application
  10. 10. Model Summary Maintenance Management Sample Application
  11. 11. Interpretation Maintenance Management Sample Application
  12. 12. Simulation Maintenance Management Sample Application
  13. 13. Result • Likelihood/probability of machine failure. • Flag containing ‘likely to fail’ and ’unlikely to fail’ information with ‘yes’ and ‘no’ values. Maintenance Management Sample Application
  14. 14. Single Apply Machine Failure with probability value can be carried out using APPLY functionality shown below. Maintenance Management Sample Application
  15. 15. Result Maintenance Management Sample Application
  16. 16. Prediction • Predicted machine failure and Probability of failure of monitoring dataset Maintenance Management Sample Application
  17. 17. Prediction Accuracy Maintenance Management Sample Application Predicted Values Actual Values • Prediction Accuracy is: 99.20%
  18. 18. Maintenance Management Predictive Analytics Use Case For more information, contact us today. www.Smarten.com contact@Smarten.com Smarten – Maintenance Management Use Case - 2020

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