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Predictive Maintenance AI4I 2020

Industrial IoT & Predictive Maintenance Industrial IoT
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Catalog metadata: This page is a discovery record, not publisher documentation. Verify the description, schema, provenance, version, licence, and citation at the linked source before use.

Catalog Summary

"Synthetic dataset reflecting real predictive maintenance data encountered in industry with 10,000 data points."

Catalog Notes

The AI4I 2020 Predictive Maintenance Dataset reflects real predictive maintenance data encountered in industry.

Failure Modes:

  • Tool Wear Failure (TWF)
  • Heat Dissipation Failure (HDF)
  • Power Failure (PWF)

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To explore column names, data types, and sample rows, visit the official dataset page on External.

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Cite This Catalog Record 

IoTDataset.com (2026). Predictive Maintenance AI4I 2020 — catalog record. [Dataset]. IoTDataset.com. https://iotdataset.com/data/predictive-maintenance-machine-failure-data

The publisher's preferred dataset citation is not recorded. The text above cites this IoTDataset.com catalog record, not the underlying dataset.

Catalog publisher: IoTDataset.com (2026)

Indexed by IoTDataset.com on Jan 07, 2026

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