iTrust (SUTD)

IoT Security & Intrusion Detection Sep 22, 2026

SWaT: Secure Water Treatment Dataset, December 2015

Process and network data from a six-stage water treatment testbed: 11 days, 51 sensors and actuators and 41 labelled attacks. Access by request only.

#industrial control systems #cyber physical systems #scada #water treatment +4 more

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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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Zenodo

Industrial IoT Jun 02, 2026

IEC 60870-5-104 Intrusion Detection Dataset — Smart Grid Cyberattacks [1.1 GB]

Smart-grid IDS dataset with labelled IEC 60870-5-104 and TCP/IP flow statistics plus PCAP files across 12 cyberattack scenarios. CSV and PCAP formats.

#iot #industrial iot #smart grid #iec 60870-5-104 +8 more

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Zenodo

Industrial IoT Jun 02, 2026

DNP3 Intrusion Detection Dataset — Industrial SCADA Cyberattacks [194.9 MB]

Industrial IoT IDS dataset with labelled TCP/IP and DNP3 flow statistics plus PCAP files for 9 SCADA cyberattacks. CSV and PCAP formats for ML/DL IDS research.

#iot #industrial iot #dnp3 #scada +9 more

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IoTSyn · Generated

Network Security May 04, 2026 Interactive Data

Synthetic IIoT Network Traffic Dataset — 21% Attacks

Free CC0 synthetic dataset: 4,000 rows of Modbus, OPC UA and DNP3 flows labelled for SCADA intrusion detection. 21% Attacks. Reproducible from its seed.

#iiot #scada #modbus #opc ua +26 more

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