Cutting Downtime in Half with Deep Neural Networks

Solution Mastering ESP failure prevention with deep learning

Fractal needed first to understand the types of ESP failures to address the challenge. We analyzed the challenge and root cause analysis data to do this. Armed with this knowledge, we harnessed the power of Deep Neural Network (DNN) models, leveraging historical sensor data, to effectively differentiate between standard and aberrant equipment conditions. Drawing upon our extensive proficiency in predictive maintenance solutions and a comprehensive grasp of our client’s data and operations, we engineered a model capable of forecasting equipment failures well in advance, enabling the scheduling of repairs with minimal disruption to operations.

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