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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Kaggle

Industrial IoT Feb 19, 2026

IoT-Integrated Predictive Maintenance Dataset

Time-series sensor readings from industrial machines for predictive maintenance and anomaly detection applications.

#Industrial IoT #Predictive Maintenance #Sensors #Manufacturing +3 more

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Kaggle

Industrial IoT Feb 05, 2026

Industrial IoT Dataset (Synthetic) for Predictive Maintenance

The Industrial IoT Dataset (Synthetic) provides a large-scale simulation of sensor readings and operational metrics from machines deployed in a smart factory environment. It focuses on predictive maintenance and anomaly detection.

#industrial IoT #predictive maintenance #anomaly detection #smart factory +3 more

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Kaggle

Industrial IoT Feb 05, 2026

Industrial IoT Synthetic Failure Simulation Dataset

This Industrial IoT dataset provides synthetic yet realistic sensor data simulating equipment operation under normal and various failure conditions. Designed for predictive maintenance and machine learning, it includes sensor specifications, operational thresholds, and failure labels, allowing researchers to develop anomaly detection models without the constraints of sensitive real-world industrial data.

#industrial iot #iiot #predictive maintenance #sensors +5 more

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Scientific Reports (Nature)

Industrial IoT / Predictive Maintenance Feb 04, 2026

A Real-World IIoT Dataset for Predictive Maintenance Based on Machine Degradation

A multi-sensor dataset from a real manufacturing environment monitoring CNC machine degradation through vibration, temperature, current, and acoustic emission sensors over a 6-month period.

#IIoT #predictive maintenance #machine degradation #CNC +4 more

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