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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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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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

Industrial IoT Feb 06, 2026

Voice To Shell: IoT Maintenance Task Datasets

Published in October 2025, this dataset includes command logs and sensor feedback for an SLM-based assistant designed for IoT maintenance tasks. It bridges voice commands with shell-level operations in industrial environments, facilitating the training of AI assistants for hardware management.

#IoT Maintenance #SLM #Industrial IoT #Human-Machine Interaction +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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Kaggle

Smart Home Jan 31, 2026

AI-Driven Predictive Maintenance for Smart Manufacturing Systems (Zenodo 2025)

Industrial sensor dataset for predictive maintenance research featuring real-time sensor data and historical equipment records from smart manufacturing systems, enabling machine learning models (decision trees, neural networks) to forecast equipment failures and optimize maintenance scheduling.

#predictive maintenance #Industry 4.0 #smart manufacturing #machine learning +4 more

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External

Network Security Jan 20, 2026

NASA Turbofan Engine Degradation Simulation (CMAPSS Dataset)

Industry-standard dataset for prognostics research with simulated run-to-failure data from 100 turbofan engines including 21 sensor readings and remaining useful life (RUL) labels for predictive maintenance algorithms.

#predictive maintenance #prognostics #RUL prediction #turbofan engines +6 more

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Kaggle

Industrial IoT Jan 17, 2026

Smart Manufacturing IoT-Cloud Monitoring Dataset for Predictive Maintenance

Real-time IoT sensor data collected from industrial machines for predictive maintenance and anomaly detection in smart manufacturing environments, featuring temperature, vibration, pressure readings, and machine operational status for Industry 4.0 applications.

#Smart Manufacturing #Predictive Maintenance #Industrial IoT #Cloud Computing +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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External

Smart Home Jan 13, 2026

MetroPT-3: Predictive Maintenance for Metro Trains

Real-world data from a metro train's Air Production Unit (APU), capturing pressure, temperature, and motor current to predict component failures.

#predictive maintenance #industrial iot #metro train #air compressor +1 more

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