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bearing-failure

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muk0644 / industrial-anomaly-detector-of-rotating-machinery-with-deep-learning

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End-to-End Industrial AI-driven condition monitoring system for early fault detection in rotating machinery using Unsupervised LSTM Autoencoders. Detects failures 72h in advance. Early fault detection with 100% accuracy on high-frequency sensor data (NASA IMS Dataset).

iot deep-learning time-series pytorch accelerometer lstm vibration autoencoder anomaly-detection predictive-maintenance condition-monitoring pumps digital-twin industrial-ai autoencoder-neural-network industrial-iot predictive-maintenance-iot industry-4-0 bearing-failure
  • Updated Feb 8, 2026
  • Python

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