Research Paper IoT Datasets

Research Paper

Industrial IoT Apr 10, 2026

IIoT Metalworking Fluid Degradation — Real-World Physicochemical Sensor Monitoring [Multi-Month]

Real-world IIoT multivariate time series dataset tracking physicochemical degradation of metalworking fluid over several months. Includes imputed benchmark variants for 5 methods. CSV format. Designed for predictive maintenance and anomaly detection research in manufacturing.

#iot #industrial-iot #predictive-maintenance #metalworking-fluid +11 more

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Research Paper

Energy Apr 06, 2026

UK-DALE — Appliance-Level Domestic Electricity [5 homes]

Open-access domestic electricity dataset from 5 UK homes with whole-house demand at 16 kHz and appliance channels at 6-second intervals. Research-paper dataset release. Used for NILM, load disaggregation, and smart-meter analytics.

#iot #smart-home #energy #electricity +11 more

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Research Paper

Agriculture Jan 24, 2026

IoT-Integrated Robotic Plant Disease Detection Dataset

Novel dataset combining IoT environmental sensors with robotic vision for automated plant disease detection. Published in Nature Scientific Reports January 2026. Features leaf images, environmental parameters, and deep learning disease classification with 98.9% accuracy.

#agriculture #plant disease detection #robotics #computer vision +6 more

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Research Paper

Cybersecurity Jan 24, 2026

Federated IoT Intrusion Detection Dataset - Privacy-Preserving Security

Dataset for evaluating federated learning approaches to IoT intrusion detection published in Nature Scientific Reports January 2026. Features distributed network traffic from multiple IoT deployments with privacy constraints and decentralized learning evaluation metrics.

#federated learning #IoT security #intrusion detection #privacy-preserving +6 more

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Research Paper

Cybersecurity Jan 22, 2026

MU-IoT - Comprehensive IoT Network Intrusion Dataset 2024

New realistic IoT network intrusion dataset (MU-IoT) with comprehensive attack scenarios for cybersecurity research. Published in IEEE 2024 with 4+ citations. Covers multiple IoT protocols and device types.

#IoT security #intrusion detection #network attacks #MQTT +6 more

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