Zenodo

Industrial IoT Jun 06, 2026

Huawei Elevator Predictive Maintenance Dataset — IoT Door Sensors [453.9 kB]

Anonymized elevator-door IoT sensor time series from Huawei Munich Research Center. ZIP format, 453.9 kB, sampled at 4 Hz for predictive maintenance of elevator doors.

#iot #industrial iot #predictive maintenance #elevator +8 more

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Zenodo

Industrial IoT Jun 06, 2026

MetroPT2 — Train Compressor Predictive Maintenance Benchmark [7.1M instances]

Real train-compressor sensor dataset from Porto metro with 7,116,940 time-series instances and 21 attributes. CSV files support anomaly detection, failure prediction, and RUL research.

#iot #industrial iot #predictive maintenance #railway +8 more

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Zenodo

Industrial IoT Jun 06, 2026

Anomaly-TCM — Steel Tandem Cold Mill Predictive Maintenance [61.9 MB]

Synthetic steel cold-rolling predictive-maintenance benchmark with six chronological CSV streams, 51 features, and anomaly labels for work roll, bearing, motor, and reduction faults.

#industrial iot #predictive maintenance #steel manufacturing #tandem cold mill +8 more

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Zenodo

Industrial IoT Jun 06, 2026

Electric Motor Vibrations Dataset — Labeled Motor States [35.1 MB]

Electric-motor vibration sensor dataset from the CHIST-ERA SOON project. ZIP format, 35.1 MB, with labeled functioning states for ML predictive-maintenance experiments.

#iot #industrial iot #predictive maintenance #electric motor +8 more

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Zenodo

Industrial IoT Jun 06, 2026

VBL-VA001 — Lab-Scale Machine Vibration Fault Dataset [3.8 GB]

Lab-scale vibration dataset with 4,000 CSV files for normal, bearing fault, misalignment, and unbalance states. 3.8 GB ZIP for predictive-maintenance classification.

#iot #industrial iot #predictive maintenance #vibration +8 more

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Zenodo

Industrial IoT Jun 06, 2026

I-BiDaaS CRF SCADA Dataset — Automotive Welding-Line Sensors [3.9 GB]

SCADA sensor dataset from automotive welding sub-assembly lines with 147 sensors. 3.9 GB 7z archive for anomaly thresholds and predictive maintenance analysis.

#iot #industrial iot #predictive maintenance #scada +8 more

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Zenodo

Industrial IoT Jun 06, 2026

Ball Bearing Vibration Metrics — Operational States Dataset [752.6 kB]

Labeled CSV dataset of ball-bearing vibration metrics captured every two minutes with an IFM VVB001 sensor. 752.6 kB for multi-class predictive-maintenance modeling.

#iot #industrial iot #predictive maintenance #bearing +8 more

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Zenodo

Industrial IoT Jun 06, 2026

MOIRA-UNIMORE Bearing Dataset — Independent Cart Systems [1.5 TB]

Large bearing condition-monitoring dataset for independent cart systems with vibration and system-variable signals. Zenodo archives total about 1.5 TB for fault diagnosis and PdM.

#iot #industrial iot #predictive maintenance #bearing fault +8 more

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Government

Industrial IoT Apr 10, 2026

NASA C-MAPSS Turbofan Engine Degradation — 4 Sub-datasets, 21 Sensors [Run-to-Failure]

NASA Prognostics Center run-to-failure simulation dataset for turbofan engines. Four operational sub-datasets with 21 sensor channels and 3 operational settings. TXT/CSV format. Primary benchmark for Remaining Useful Life (RUL) estimation.

#iot #industrial-iot #predictive-maintenance #remaining-useful-life +11 more

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University

Industrial IoT Apr 10, 2026

CWRU Bearing Fault Dataset — 2HP Motor Vibration, 4 Fault Diameters [12k & 48k Hz]

Benchmark bearing vibration dataset from Case Western Reserve University with drive-end and fan-end faults at 4 severity levels. Sampled at 12 kHz and 48 kHz. MATLAB MAT and CSV formats. Used for fault diagnosis and vibration-based condition monitoring.

#iot #industrial-iot #predictive-maintenance #bearing-fault +11 more

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UCI

Industrial IoT Apr 10, 2026

AI4I 2020 Predictive Maintenance — Milling Machine Sensor Failures [10,000 Records]

Synthetic IIoT dataset reflecting real milling machine predictive maintenance scenarios. 10,000 records with 14 features including air temperature, process temperature, rotational speed, torque, and 5 labeled failure types. CSV format. Ideal for multi-label fault classification.

#iot #industrial-iot #predictive-maintenance #milling-machine +11 more

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Kaggle

Industrial IoT Apr 10, 2026

Bosch Production Line Performance — Assembly Line Fault Detection [1.18M Parts]

One of Kaggle's largest IIoT manufacturing datasets with 1.18 million parts measured across Bosch's assembly lines. Thousands of anonymized sensor features split across numeric, categorical, and date files. CSV format. Used for quality control and failure prediction.

#iot #industrial-iot #predictive-maintenance #manufacturing +11 more

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