UCI Machine Learning Repository

IoT Security & Intrusion Detection Sep 22, 2026

Kitsune Network Attack: Nine Attacks on IP Cameras and IoT

Nine attack captures for network intrusion detection, with a documented total of 27,170,754 packets, 115 statistical features per packet and separate binary labels.

#iot security #intrusion detection #mirai #botnet +5 more

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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

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

Healthcare Jun 02, 2026

IoMT-TrafficData — Internet of Medical Things IDS Benchmark [2.7 GB]

Internet of Medical Things IDS dataset with BLE, IP packet, and IP flow captures. CSV and pickle formats, 2.7 GB, for ML-based healthcare IoT intrusion detection.

#iot #iomt #healthcare #intrusion detection +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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University

Cybersecurity Jun 02, 2026

MedBIoT — Medium-Sized IoT Botnet IDS Dataset [83 devices]

IoT botnet IDS dataset using 83 real and emulated devices with Mirai, BashLite, and Torii traffic. Raw PCAP files support botnet and anomaly detection research.

#iot #botnet #intrusion detection #mirai +8 more

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Zenodo

Network Security Jun 02, 2026

IoT Emulated ICMP/Ping Dataset — Normal and Malicious Traffic [3.2 GB PCAP]

IoT IDS dataset for distinguishing normal and malicious ICMP/Ping traffic generated from an ESP-01s embedded device. PCAP, Zeek logs, and labelled CSV files.

#iot #icmp #ping flood #intrusion detection +8 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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IoTSyn · Generated

Network Security Apr 30, 2026 Interactive Data

Synthetic IIoT Network Traffic Dataset — 29% Attacks

Free CC0 synthetic dataset: 10,000 rows of Modbus, OPC UA and DNP3 flows labelled for SCADA intrusion detection. 29% Attacks. Reproducible from its seed.

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

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