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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External

Smart Home Jan 13, 2026

Smart Manufacturing Maintenance Dataset

Industrial equipment sensor data with real-time measurements for predictive maintenance and decision support. Combines temperature, vibration, pressure readings with maintenance costs and failure probability scores.

#predictive maintenance #manufacturing #sensor data #equipment failure +3 more

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Government

Industrial IoT Jan 12, 2026

NASA Turbofan Jet Engine Data (Predictive Maintenance)

Simulated run-to-failure degradation data from turbofan jet engines. This dataset is widely used as the benchmark for predicting Remaining Useful Life (RUL) in industrial systems.

#predictive maintenance #aerospace #turbofan #nasa +3 more

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GitHub

Industrial IoT Jan 12, 2026

Bosch CNC Machining: Process Monitoring (2025 Update)

Benchmark dataset from Bosch for process monitoring of milling machines based on high-resolution acceleration data.

#predictive maintenance #manufacturing #acceleration data #anomaly detection +1 more

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GitHub

Industrial IoT Jan 12, 2026

IBM IoT Predictive Maintenance: Equipment Failure Detection

945 IoT sensor records from IBM's official repo monitoring equipment with pressure measurements for machine failure prediction.

#predictive maintenance #equipment failure #sensor data #machine learning

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University

Industrial IoT Jan 12, 2026

Hydraulic System Condition Monitoring (Multi-Sensor)

Multi-sensor data (pressure, temperature, flow) from a hydraulic test rig for fault diagnosis of cooler, valve, pump, and accumulator.

#hydraulic system #predictive maintenance #sensor fusion #condition monitoring +2 more

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