Driving Innovation


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Prediction



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Automation: Predictive Maintenance

AI foresees future breakdowns, preventing downtime and optimizing equipment lifespan.

Goal

  • To predict the status of the water pump at any given time.
  • To forecast the status of the machine beforehand.

Technique

  • Statistical Analysis, SMOTE, Predictive Maintenance Analysis, Time Series Forecasting, Long short-term memory networks (LSTM), Visualization.

Impact

  • Breakdown of water pumps are very expensive and could be fatal ​.
  • Pumps can be stooped in advance to avoid breakdown. ​

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