Developed an unsupervised deep learning pipeline using the NASA IMS Bearing Dataset. Trained an autoencoder on healthy 20 kHz vibration signals and used reconstruction error, statistical time-domain features, a 99th-percentile threshold, and a stable alarm rule to detect bearing degradation.
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Posted Jun 8, 2026
Developed an unsupervised deep learning pipeline using the NASA IMS Bearing Dataset. Trained an autoencoder on healthy 20 kHz vibration signals and used rec...