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Asset Predictive
Maintenance
Data analysis for Shop floor asset performance Measurability and predict failure occurance

Transformation Strategy

As the unforeseen equipment failures/ shutdown leads to reduced component life and significant revenue loss to the operators, A superlative diagnostic tool with statistical process control and data analytics capabilities has become the prerequisite.

Our Solution

  • Supervised learning techniques to predict failure occurrencer
  • Classification algorithms for both the predictor types
  • Deployment of best model using the model diagnosticss
  • Exploratory Data Analysis: Data Statistics, Variable Importance, Principle Component Analysis

Benefits

  • Failure Prediction in the given time period
  • 18% saving in cost & time
  • 10% reduction in unscheduled maintenance

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