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

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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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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External

Industrial IoT Feb 08, 2026

Predictive maintenance dataset (v1.0.0)

Public (anonymized) predictive maintenance datasets from Huawei Munich Research Center for elevator industry; operation time series sampled at 4Hz (16:30–23:30) using electromechanical sensors, humidity, and vibration.

#predictive-maintenance #elevator #industrial-iot #timeseries +4 more

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Kaggle

IoT Sensors Feb 05, 2026

IMAD-DS: Industrial Multi-Sensor Anomaly Detection Dataset

IMAD-DS captures multi-rate, multi-sensor signals from scaled industrial machines, including a robotic arm and a brushless motor, for anomaly detection research.

#IoT sensors #industrial IoT #anomaly detection #robotic arm +4 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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Data in Brief / Mendeley Data

Industrial IoT / Predictive Maintenance Jan 28, 2026

Triaxial Bearing Vibration Dataset of Induction Motor under Varying Load Conditions

Triaxial vibration time-series from an induction motor bearing under healthy and multiple fault severities (inner/outer race) at different mechanical loads, sampled at 10 kHz for condition monitoring research.[page:2][web:165]

#industrial IoT #vibration #bearings #induction motor +4 more

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Kaggle

Industrial IoT Jan 17, 2026

IIoT Edge Computing Dataset for Predictive Maintenance and Real-Time Control

Comprehensive Industrial IoT dataset simulating real-time edge computing scenarios with sensor data, network latency metrics, Fuzzy PID controller outputs, and predictive failure labels for smart manufacturing and autonomous decision-making research.

#Industrial IoT #Edge Computing #Predictive Maintenance #Fuzzy PID +4 more

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