Predictive Analytics
artificialIntelligence, AI, predictiveAnalytics, bayesianNetwork

Predictive Analytics

Problem

  • Unidentified O&G pump failure cost downtime and loss in revenue

What I did - Enhanced and tested prototype

  • Classification: helped domain expert to classify pump failure events and patterns leading to it
  • Solution: field data fed to a proprietary algorithm that transformed data into the likelihood of patterns leading to failure. Bayesian Network computed probability of actual failure
  • Prototype: planned, developed, and gathered feedback in fast cycles
  • Test: trained and tested prototype with operational datasets
  • Communicate: presented findings and recommend future steps to leadership

Results

  • Found prototype was not ready for commercial development (false positives)
  • Prototype paved the way for a range of pump monitoring predictive analytics solutions
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