Awesome Industrial Datasets

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Welcome to the Awesome Industrial Datasets repository! This project aims to simplify the access to high-quality industrial datasets across various sectors such as chemical, mechanical, oil and gas, and more. These datasets are invaluable for researchers, engineers, and data scientists working on machine learning models and other analytical tasks that require real-world industrial data.

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🤝 If you're interested in contributing, please refer to the Contribution Guidelines.

📊 Dataset Statistics

Total Datasets: 155

Datasets Table

Dataset Name	Labeled	Dataset Characteristics	Data Source	Additional Tags
3D Printer	Likely	Multivariate	Real	3D Printing; Mechanical Engineering; Material Strength; Print Quality; Ultimaker S5; Regression; Classification
3W	Likely	Multivariate, Time-Series	Both	Oil and Gas; Real events; Fault detection; Multivariate data; Sensor data; Time-series analysis; Oil wells
AI4I 2020 Predictive Maintenance Dataset	Yes	Multivariate, Time-Series	Synthetic	Predictive maintenance; Synthetic data; Machine failure; Time-series data; Manufacturing process; Sensor data; Multivariate
AITEX Fabric Image Database	Yes	Image, Multiclass	Real	Textile fabrics; Defect detection; Image dataset; Fabric defect masks; Multiclass classification; Real images; Pattern recognition
APS Failure at Scania Trucks	Yes	Multivariate	Real	Heavy trucks; Air Pressure System; Component failure; Fault detection; Anonymized features; Industrial challenge dataset; Scania trucks
Additional Tennessee Eastman Process Simulation Data for Anomaly Detection Evaluation	Yes	Time-Series, Multivariate	Synthetic	Tennessee Eastman Process; Anomaly detection; Industrial process simulation; Fault detection; Time-series data; Chemical process control; Machine learning benchmark
Air Quality	Yes	Multivariate, Time-Series	Real	Air quality monitoring; Chemical sensors; Time series data; Metal oxide sensors; Pollution measurement; Italian city data; Gas concentration
Anemometer Fault Detection	Likely	Multivariate, Time-Series	Real	Wind power industry; Anemometer data; Fault detection; Time-series data; Multivariate data; Sensor arrays; Energy forecasting
Appliances Energy Prediction	No	Multivariate, Time-Series	Real	Indoor environment monitoring; ZigBee wireless sensor network; Energy consumption data; Multivariate time series; Temperature and humidity; Weather data integration; M-bus energy meters
Asset Failure and Replacement	Yes	Multivariate, Time-Series	Real	Asset health; Failure prediction; Part replacement; Time-series data; Industrial monitoring; Health score; Prognostics and health management
AssetOpsBench	No	Multivariate, Time-Series	Synthetic	Asset operations; Maintenance engineering; IoT data; Anomaly detection; Time-series forecasting; AI agents; Multi-agent orchestration
Athabasca Oil Sands Dataset (McMurray Formation)	Information not available	Multivariate	Real	Athabasca Oil Sands; McMurray Formation; Wabiskaw Member; Geology; Well log data; Core analyses; Oil and Gas
BATADAL Water SCADA Cyber-Attack Dataset	Partially	Multivariate, Time-Series	Synthetic	Water distribution network; SCADA data; Cyber attack detection; Anomaly detection; Simulation data; EPANET; Time-series data
BSData	Likely	Multivariate	Real	Surface defects; Ball screw drives; Defect classification; Prognostics; Detection; Condition monitoring; Mechanical components
Bearing	Likely	Information not available	Real	NASA; Prognostics; Health Management; Aerospace; Time-Series Data; Sensor Data; Diagnostics
Beijing PM2.5 Data	Yes	Multivariate, Time-Series	Real	Air pollution; PM2.5; Time-series data; Meteorological data; Beijing; Climate and Environment; Pollution monitoring
Bosch Production Line Performance	Yes	Multivariate, Tabular	Real	Manufacturing; Production line data; Sensor measurements; Binary classification; Quality control; Assembly line monitoring; Matthews correlation coefficient
Brent Oil Prices	Yes	Time-Series, Univariate	Real	Brent crude oil; Time-series data; Oil price forecasting; Energy economics; Daily historical prices; U.S. Energy Information Administration; Financial data
Bridge Crack Dataset	Likely	Image, Multivariate	Real	Bridge cracks; Surface defects; Image dataset; Defect detection; Structural health monitoring; Computer vision; Machine learning
Business and Industry Reports	Likely	Multivariate, Time-Series	Real	US Census Bureau; Economic reports; Time series data; Business and industry; Multivariate data; Monthly and quarterly data; Economic indicators
C-MAPSS Aircraft Engine Simulator Data	Yes	Time-Series, Multivariate	Synthetic	Aircraft engine; Simulator data; Engine performance; Sensor data; Prognostics
CMAPSS Jet Engine Simulated Data	Information not available	Information not available	Information not available	Information not available
CNC Mill Tool Wear	Yes	Multivariate, Time-Series	Real	CNC machining; Tool wear detection; Classification; Time series data; Manufacturing; Sensor data; Industrial process monitoring
CWRU Bearing Data	Information not available	Information not available	Information not available	Information not available
Car Evaluation	Yes	Multivariate	Real	Hierarchical decision model; Automobile evaluation; Categorical features; Car acceptability; Classification dataset; Constructive induction; Attribute structure
Casting product image data for quality inspection	Yes	Image, Multiclass, Classification	Real	Casting manufacturing; Quality inspection; Industrial defect detection; Grayscale images; Image classification; Binary classification; Deep learning dataset
Chemical Composition of Ceramic Samples	Yes	Multivariate	Real	Energy Dispersive X-ray Fluorescence; Ceramic samples; Chemical composition; Multivariate dataset; Classification; Clustering; Physics and Chemistry
Chemical Production India 2013 to 2020	No	Multivariate, Time-Series	Real	Chemical Production; India; Time-Series Data; Industrial Manufacturing; Chemical Industry; Metric Tonnes; Department of Chemicals and Petrochemicals
Chinese Power Line Insulator Dataset	Likely	Image, Multivariate	Real	Power line insulator; UAV images; Defect detection; Synthetic data; Image classification; Electrical equipment monitoring; Computer vision
Civil Engineering: Cement Manufacturing Dataset	Yes	Multivariate	Real	Civil Engineering; Cement Manufacturing; Concrete Compressive Strength; Regression Dataset; Material Science; Multivariate Data; Real-world Data
Combined Cycle Power Plant	Yes	Multivariate	Real	Combined Cycle Power Plant; Electrical Energy Output; Ambient Variables; Gas Turbine; Steam Turbine; Regression; Real-valued features
Concrete Compressive Strength	Yes	Multivariate	Real	Civil Engineering; Concrete Strength; Regression; Real-valued Features; No Missing Values; Material Science; Quantitative Data
Concrete Crack Images for Classification	Yes	Image, Multiclass	Real	Concrete; Crack detection; Image classification; RGB images; High-resolution images; Machine learning; Structural health monitoring
Condition Based Maintenance of Naval Propulsion Plants	Likely	Multivariate	Synthetic	Gas Turbine; Naval propulsion; Simulator data; Performance decay; Multivariate data; Regression task; Synthetic data
Condition Based Maintenance of Naval Propulsion Systems	Yes	Multivariate	Synthetic	Gas Turbine Simulator; Naval Propulsion System; Condition Based Maintenance; Performance Decay; Multivariate Data; Regression Task; Synthetic Data
Condition monitoring of hydraulic systems	Yes	Multivariate, Time-Series	Real	Hydraulic systems; Condition monitoring; Multivariate time-series; Sensor data; Fault diagnosis; Real-world data; Industrial equipment
Control loop datasets	Information not available	Multivariate, Time-Series	Real	Industrial datasets; Control loops; Oil and gas data; Time-series; Oscillation detection; Machine learning; Process control
Data-driven prediction of battery cycle life before capacity degradation	Yes	Multivariate, Time-Series	Real	Lithium-ion batteries; Battery life prediction; Fast charging; Time-series data; Battery degradation; Multivariate data; Thermocouple temperature measurement
Deep PCB	Likely	Image, Multiclass	Real	Surface defect detection; Printed circuit boards; Industrial inspection; Image classification; Real-world images; Defect localization; Machine learning dataset
Defective Solar Cells Dataset	Likely	Images, Classification	Real	Solar cells; Defect detection; Electroluminescence images; Photovoltaic; Computer vision; Anomaly detection; Machine learning
Degradation Measurement of Robot Arm Position Accuracy	Likely	Multivariate, Time-Series	Real	Robot arm position accuracy; Universal Robot UR5; Prognostics and health management; Positional degradation; Controller level sensing data; Multivariate time-series; Robot system health assessment
Detecting Anomalies in Wafer Manufacturing	Yes	Imbalanced, High Dimensionality, Classification	Real	Wafer manufacturing; Anomaly detection; Imbalanced dataset; Industrial IoT; High dimensionality; Semiconductor; Machine learning classification
Diesel Engine Faults Features	Yes	Multivariate, Time-Series	Synthetic	Diesel engine; Fault diagnosis; Predictive maintenance; Pressure curves; Torsional vibration; Thermodynamic model; Synthetic data
ECO dataset	Yes	Multivariate, Time-Series	Real	Electricity consumption; Occupancy detection; Non-intrusive load monitoring; Time-series data; Smart meter; Swiss households; Energy disaggregation
Electrical Grid Stability Simulated Data	Yes	Multivariate	Synthetic	Electrical grid stability; Decentralized control; 4-node star system; Synthetic data; Power grid simulation; Physics and Chemistry; Classification and Regression tasks
Electricity Load Diagrams 2011-2014	Likely	Time-Series	Real	Electricity consumption; Time-series data; Energy data; Portuguese local time; Smart grid; Client consumption profiles; Daylight saving time adjustments
Energy Efficiency	Yes	Multivariate	Synthetic	Building energy efficiency; Heating load prediction; Cooling load prediction; Multivariate dataset; Synthetic building data; Regression tasks; Classification tasks
FEMTO (PRONOSTIA) Bearing Dataset	Yes	Time-Series, Multivariate	Real	bearings; run-to-failure; prognostics; remaining useful life; time-series analysis; accelerometer data; IEEE Prognostics Challenge
FailureSensorIQ	Yes	Multiple Choice Question Answering	ISO standards and generated QA pairs	predictive maintenance; industrial sensors; multi-choice QA; fault diagnosis
GC10-DET	Yes	Image, Multiclass	Real	Metal surface defects; Industrial dataset; Image classification; Object detection; Grayscale images; Manufacturing quality control; Steel sheet defects
GREEND	Likely	Multivariate, Time-Series	Real	Energy consumption; Household power measurements; Austria; Italy; Time-series data; Per device energy profiles; High frequency sampling
Gas Sensor Array Drift at Different Concentrations	Yes	Multivariate, Time-Series	Real	Chemical sensors; Sensor drift; Gas concentration; Time series data; Multivariate data; Environmental sensing; Pattern recognition
Gas sensor array temperature modulation	Yes	Multivariate, Time-Series	Real	Gas sensors; Temperature modulation; Metal oxide semiconductor sensors; Carbon monoxide; Humidity control; Time series data; Multivariate sensor data
Gas sensor array under dynamic gas mixtures	Yes	Multivariate, Time-Series	Real	Chemical sensors; Gas mixture analysis; Time series data; Multivariate sensor data; Continuous acquisition; Sensor array; Artificial intelligence research
Gearbox Fault Detection	Likely	Multivariate	Real	Gearbox fault detection; Accelerometer data; Bearing geometry; PHM Data Challenge 2009; Fault magnitude estimation; Prognostics and health management; Machine learning benchmark
Genesis Pick-and-Place Demonstrator Dataset	Yes	Multivariate, Time-Series	Real	Pick-and-place; Industrial automation; Pneumatic linear drive; Anomaly detection; Time-series sensor data; Predictive maintenance; Labeled anomalies
Global Power Plant Database	No	Multivariate, Global, Geospatial	Real	Power plants; Global dataset; Energy production; Primary fuel type; Yearly generation data; Open source; Geospatial data
Green House Gas Produce by Different Industry	Likely	Multivariate, Time-Series, Environmental Data	Real	Greenhouse Gas Emissions; Environmental Data; Industry Emissions; Multivariate; Time-Series; Carbon Footprint; ISO Measurement
HCI Industrial Optical Inspection	Information not available	Information not available	Information not available
High Storage System Anomaly Detection	Yes	Multivariate, Time-Series, Anomaly Detection	Real	High Storage System; Energy Optimization; Anomaly Detection; Industry 4.0; Timed Automata; Conveyor Belt Sensors; Real-world Industrial Data
High Storage System Data for Energy Optimization	Yes	Multivariate, Time-Series	Real	High storage system; Conveyor belts; Energy optimization; Anomaly detection; Time-series data; Industrial IoT; Sensor data
Hill-Valley	Yes	Sequential	Information not available	Terrain data; Hill and valley classification; No noise and noise variations; Sequential data; Binary classification; Real-valued features; Creative Commons licensed
ISDB - International Stiction Data Base	Likely	Multivariate, Time-Series, Control Systems	Real	Control loops; Valve stiction; Nonlinearities in control systems; Fault diagnosis; Oscillation detection; MATLAB software; Process industries
IV2V and iV2I+ Industrial Datasets	Information not available	Multivariate	Real	Industrial wireless datasets; Vehicle-to-vehicle communication; Vehicle-to-infrastructure communication; AI4Mobile project; Industrial communication systems; Wireless sensor data; Machine learning support data
IndPenSim – Industrial Penicillin Fermentation Simulator Dataset	Yes	Multivariate, Time-series	Simulated (mechanistic model, validated with industrial data)	Biopharmaceutical; Fermentation; Process Control; Simulation; Raman Spectroscopy; Fault Detection; PAT; Batch Processes
Individual Household Electric Power Consumption	Likely Yes	Multivariate, Time-Series	Real	Electric power consumption; Time series; Household energy data; Multivariate data; Missing values present; Minute sampling rate; Sub-metering
Industrial Fault Detection Dataset	Yes	Multivariate	Real	IoT; Fault Detection; Industry 4.0; Sensor Data; Temperature Sensors; Vibration Sensors; Classification
Industrial IoT Dataset (Synthetic)	Yes	Time-Series, Multivariate	Synthetic	Predictive maintenance; Anomaly detection; Industry 5.0; Sensor data; Synthetic data; Machine operations; Failure forecasting
Industrial IoT Fault Detection Dataset	Yes	Multivariate, Time-Series	Real	Industrial IoT; Predictive Maintenance; Vibration Analysis; Temperature Monitoring; Pressure Sensing; Fault Detection; Time-Series Data
Industrial Safety and Health Analytics Database	Likely	Multivariate	Real	Industrial accidents; Workplace safety; Manufacturing plants; Occupational health; Accident severity levels; Multicountry data; Real-world data
Intelligent Manufacturing Dataset	Yes	Multivariate, Time-Series	Synthetic	Industrial IoT; 6G network slicing; Predictive maintenance; Anomaly detection; Manufacturing efficiency; Time-series sensor data; Deep learning benchmark
IoT-Integrated Predictive Maintenance Dataset	Yes	Multivariate, Time-Series	Synthetic	Predictive maintenance; Industrial sensors; IoT; Time-series data; Fault detection; Equipment health; Signal decomposition
Kolektor Surface-Defect Dataset (KolektorSDD)	Yes	Image data, Defect detection	Real	Surface-defect detection; Industrial images; Defect annotations; Machine vision; Deep learning; Image segmentation; Controlled environment
Kylberg Texture Dataset	Yes	Multiclass, Image, Texture	Real	Texture classification; Image patches; Multiclass dataset; Normalized images; Texture analysis; Computer vision; Image dataset
Large Scale Image Dataset of Wood Surface Defects	Yes	Image, Multiclass Classification	Real	Wood surface; Image dataset; Object detection; Defect detection; YOLO annotations; Automated quality control; Industrial inspection
Laser Welding	Yes	Multivariate	Real	Laser beam welding; Steel-copper lap joints; Welding parameters; Cracking detection; Screening design; Weld depth analysis; Material thickness
Li-ion Battery Aging Datasets	Likely	Time-Series, Multivariate, Run-to-Failure	Real	Li-ion batteries; Battery aging; Prognostics testbed; Electrochemical Impedance Spectroscopy; Run-to-Failure data; Remaining Useful Life prediction; NASA PCoE
MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation for Domain Generalization Task	Information not available	Time-Series, Audio	Real	anomalous sound detection; domain generalization; industrial machinery; acoustic condition monitoring; unsupervised learning; audio signals; DCASE 2022
MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection	Yes	Multivariate, Time-Series	Real	anomaly detection; machine fault diagnosis; acoustic condition monitoring; unsupervised learning; microphone array; audio data; industrial machine
MVTec Anomaly Detection (MVTec AD)	Yes	Image data, Anomaly detection, High-resolution images	Real	Industrial inspection; High-resolution images; Anomaly detection; Pixel-precise annotations; Image dataset; Unsupervised learning; Defect detection
Magnetic Tile Defect	Information not available	Information not available	Information not available
Maintenance Action Recommendation	Yes	Multivariate, Time-Series, Classification	Real	Maintenance recommendation; Industrial equipment; Event codes; Parameter data; Remote monitoring; Diagnostics; PHM Society data challenge
Maintenance of Naval Propulsion Plants Data Set	Yes	Multivariate	Synthetic	Naval propulsion; Gas Turbine; Simulator data; Performance decay; Regression task; Multivariate data; Synthetic data
Manufacturing Defects	Yes	Univariate, Time-Series	Real	Manufacturing; Defect detection; Quality control; Time series analysis; Industrial data; Minor defects; Inspection data
Manufacturing cost	Likely Yes	Multivariate	Real	Manufacturing; Cost estimation; Economies of scale; Production volume; Regression; Real-world data
ManyWells	Yes	Multivariate, Time-Series, Large-Scale	Synthetic	multiphase flow; simulation; oil and gas; time-series; large-scale; machine learning; Hugging Face
Mechanic Component Images ( Normal / Defected)	Yes	Image, Multiclass Classification	Real	Mechanical components; Image data; Defect detection; Piston quality recognition; Computer vision; Multiclass classification; Manufacturing quality control
Mechanical Analysis	Yes	Multivariate	Real	Fault diagnosis; Electromechanical devices; Multivariate data; Classification; Machine components; Real-world data; Mechanical measurements
Mercedes-Benz Greener Manufacturing	Yes	Multivariate	Real	Automobiles; Manufacturing; Regression; Categorical data; Feature permutations; Test bench optimization; Carbon dioxide emissions
Milling	Information not available	Information not available	Information not available	NASA; Intelligent Systems; Autonomous Systems; Prognostics; Robust Software Engineering; Collaborative Systems; Ames Research Center
Milling Wear	Information not available	Information not available	Information not available	Information not available
Multi-stage continuous-flow manufacturing process	Likely	Multivariate, Time-Series	Real	Manufacturing Process; Continuous Flow; Multistage; Time-Series Data; Real Production Data; Regression Task; Process Control
N-CMAPSS_DL	Information not available	Information not available	Information not available	machine-learning; deep-learning; predictive-maintenance; remaining-useful-life; turbofan-engine; prognostics
NASA Bearing Dataset	Yes	Multivariate, Time-Series	Real	Bearing vibration data; Predictive maintenance; Prognostics; Test-to-failure experiments; Time-series sensor data; Accelerometer signals; Rotating machinery
NEU Surface Defect Dataset	Information not available	Image, Multiclass	Real	Surface defect detection; Steel strip images; Industrial defect classification; Image dataset; Hot-rolled steel; Machine learning; Computer vision
OECD Data - Crude Oil Production	Likely No	Multivariate, Time-Series	Real	Oil and Gas; Energy; Time-Series; Crude Oil Production; OECD Data; Regression; Country-level Data
Oil Storage Tanks	Yes	Image data, Multivariate	Real	Oil storage tanks; Satellite imagery; Object detection; Floating head tanks; Bounding box annotations; Google Earth images; Energy sector
Oil and Gas	Yes	Multivariate, Time-Series	Real	Oil production; Natural gas production; Energy prices; Exports data; Historical data; Time-series; Economic indicators
Oil well	Yes	Multivariate, Time-Series	Real	Oil well operation; Time-series data; Reservoir pressure; Oil and gas production; Water cut percentage; Dynamic level; Field development monitoring
One Year Industrial Component Degradation	No	Multivariate, Time-Series	Real	Industrial component degradation; Cutting blade; Predictive maintenance; Multivariate time series; Manufacturing; Sensor data; Remaining useful life prediction
Open Industrial Data Project (Oil & Gas)	No	Multivariate, Time-Series, Industrial	Real	Oil and Gas; Industrial Data; Time-Series Data; Predictive Maintenance; Condition Monitoring; Cognite Data Fusion; Aker BP; Open Data
Open Reaction Database	Information not available	Multivariate	Real	Chemical reactions; Machine learning; Reaction prediction; Synthesis planning; Experiment design; Open access; Chemical database
Oscillation detection artificial dataset	Information not available	Information not available	Likely Synthetic	Oscillation detection; Artificial dataset; Machine learning; Time series data; Signal analysis; Control systems; Industrial process monitoring
PHM 2008 Challenge	Information not available	Information not available	Information not available	PHM challenge; Predictive maintenance; Prognostics; NASA dataset; Machine learning dataset
PHM Data Challenge	Yes	Multivariate, Time-Series, Fault Detection	Real	Fault detection; Prognostics; Industrial plant monitoring; Time-series sensor data; Multivariate data; Predictive maintenance; Open competition
Panasonic 18650PF Li-ion Battery Data	Likely	Multivariate, Time-Series	Real	Lithium Ion Battery; State of Charge Estimation; Kalman Filtering; Neural Networks; Energy Storage; Electric Vehicles; Battery Testing
Parts Manufacturing	Yes	Multivariate	Real	Manufacturing; Parts dimensions; Operator performance; Multivariate data; Industrial dataset; Classification; Real-world data
Plant Fault Detection	Likely	Information not available	Information not available	PHM Society; Prognostics and Health Management; Fault detection; Industrial plant data; Maintenance data challenge; Predictive maintenance; Time-series likely
Plastic Extrusion Defects	Likely Yes	Multivariate, Time-Series, Tabular	Real	Plastic extrusion; Manufacturing defect detection; Time-series sensor data; Process parameters; Visual defect inspection; Film breakage; Multivariate data
Power Consumption of Tetouan City	Likely	Multivariate, Time-Series	Real	Power consumption; Time-series; Energy distribution networks; Morocco; Weather data integration; Multivariate dataset; Regression task
Predicting Manufacturing Defects Dataset	Yes	Tabular, Multivariate	Synthetic	Manufacturing; Defect Prediction; Synthetic Data; Quality Control; Production Metrics; Supply Chain; Classification Dataset
Production Plant Data for Condition Monitoring	Yes	Multivariate	Real	Condition monitoring; Predictive maintenance; Run-to-failure; Production plant; Self-Organizing Map; Degradation prediction; Industrial process data
Productivity Prediction of Garment Employees	Yes	Multivariate, Time-Series	Real	Garment manufacturing; Employee productivity; Labour-intensive industry; Time-series data; Regression task; Classification task; Industry expert validated
Prognostics Data Repository	Likely	Time-Series, Multivariate	Both	Prognostics; Time-Series Data; Run-to-Failure Data; NASA Ames Research Center; Battery Data; Engine Degradation; Industrial Equipment Monitoring
Pump sensor data	Yes	Multivariate, Time-Series	Real	Predictive maintenance; Water pump monitoring; Sensor data; Multivariate time series; Classification task; Industrial equipment; Real-world data
Quality Prediction in a Mining Process	Yes	Multivariate, Time-Series	Real	Mining process; Flotation plant; Iron ore; Silica impurity; Time series; Industrial data; Regression task
Quality Prediction in a Mining Process	Yes	Multivariate, Time-Series	Real	Mining process; Flotation plant; Iron ore quality; Silica impurity prediction; Process engineering; Time series data; Industrial manufacturing
RUL Datasets	Yes	Time-Series, Multivariate	Both	remaining useful life; PyTorch Lightning; turbofan engine; bearing dataset; time-series data; transfer learning; domain adaptation
Railway Surface Defect Detection Dataset	Yes	Image, Multivariate	Real	Railway inspection; Surface defect detection; Image dataset; Deep learning; Computer vision; Image defects; Industrial maintenance
Real-Time IoT-Driven Production System Dataset	Yes	Multivariate, Time-Series	Real	IoT; Smart Manufacturing; Digital Twin; Time-Series; Sensor Data; Predictive Maintenance; Production Efficiency
Renewable power plants	Likely No	Multivariate, Time-Series	Real	Renewable Energy; Power Plants; Energy Capacity; Time Series; European Countries; Multivariate Data; Energy Infrastructure
Road Surface Cracks Dataset	Information not available	Image data	Real	Road surface cracks; Image data; Crack detection; Material defects; Infrastructure monitoring; GitHub dataset; Computer vision
Robot Execution Failures	Yes	Multivariate, Time-Series	Real	Force and torque measurements; Robot failure detection; Multivariate time-series; Classification tasks; Physical sensor data; Integer features; Short time window data
SACAC	Information not available	Multivariate, Industrial Process Data	Real	Industrial process data; Control loop performance; PID control loops; Process industries; Multivariate data; Fault diagnosis; Process control monitoring
SECOM	Yes	Multivariate	Real	Semi-conductor manufacturing; Feature selection; Sensor data; Yield prediction; Multivariate data; Missing values; Classification
SML2010	Yes	Multivariate, Sequential, Time-Series, Text	Real	Smart home monitoring; Domotic house; Environmental sensors; Time-series data; Multivariate data; Indoor temperature; Carbon dioxide levels
Secure Water Treatment (SWaT) Dataset	Yes	Multivariate, Time-Series, Cyber-Physical Systems	Real	Cyber-Physical Systems; Industrial Control Systems; Water Treatment; Anomaly Detection; Time-Series Data; Sensor Data; Cybersecurity
Severstal Steel Defect Detection	Yes	Multivariate, Image data	Real	Steel manufacturing; Defect detection; Image segmentation; Image classification; Manufacturing quality control; Multiclass defects; Kaggle competition
Smart Manufacturing IoT-Cloud Monitoring Dataset	Yes	Multivariate, Time-Series	Synthetic	IoT; Smart Manufacturing; Predictive Maintenance; Anomaly Detection; Sensor Data; Time-Series; Industrial Analytics
Solar Power Generation Data	Likely	Multivariate, Time-Series	Real	Solar power; Renewable energy; Time-Series; Multivariate; Sensor data; Power generation; India
Steel Dataset	Yes	Multivariate, Time-Series	Real	Steel industry; Energy consumption; Time-series data; Electricity usage; Reactive power; Environmental data; Manufacturing data
Steel Industry datasets	Likely	Multivariate, Time-Series	Real	Energy consumption; Steel production; Reactive power; CO2 emissions; Time-Series Data; Power Factor; Renewable energy integration
Steel Plates Faults	Yes	Multivariate	Real	Steel plates; Fault classification; Multivariate dataset; Integer features; Real features; Pattern recognition; No missing values
Superconductivty Data	Yes	Multivariate	Real	Superconductors; Physics and Chemistry; Critical temperature prediction; Multivariate data; Real-valued features; Chemical formula data; No missing values
TIG Welding	Yes	Image, Multivariate	Real	TIG welding; Aluminium 5083; HDR camera; Weld defect classification; Neural networks; Image data; Non-destructive testing
Tennessee Eastman Process Simulation Dataset	Yes	Multivariate, Time-Series, Synthetic	Synthetic	Chemical process simulation; Fault detection; Anomaly detection; Process monitoring; Time-series data; Multivariate data; Synthetic data
Textures Classification Dataset	Likely	Image data, Surface defect inspection	Information not available	Texture classification; Surface defect inspection; Image dataset; Convolutional neural network; Machine learning; Defect detection; Computer vision
Textures under varying Illumination	Information not available	Image, Multivariate, Variations in scale, pose, and illumination	Real	Texture images; Illumination variation; Pose variation; Scale variation; Material recognition; Image database; Computer vision
The Reference Energy Disaggregation Data Set (REDD)	Yes	Multivariate, Time-Series	Real	Energy disaggregation; Residential buildings; Power consumption; Multivariate time series; High frequency measurements; Circuit level data; Massachusetts
Tool Path Generation	Likely	Multivariate	Real	5-axis machining; Tool path optimization; Shape deviation; Cutting conditions; Manufacturing; Regression; Multivariate data
Top Defense Manufacturers	Yes	Tabular, Multivariate	Real	Defense contractors; Military industry; Company revenue data; Business data; International companies; Defense sector; Revenue ranking
ToyADMOS dataset	Yes	Multivariate, Time-Series	Real	Machine operating sounds; Anomalous sound detection; Audio dataset; Condition monitoring; Toy car; Toy conveyor; Toy train
ToyADMOS2 dataset: Another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions	Yes	Time-Series, Multivariate	Real	Anomaly detection; Machine operating sounds; Domain shift; Audio data; Condition monitoring; MPEG-4 ALS; Benchmark dataset
Turbofan engine degradation simulation data set	Yes	Multivariate, Time-Series	Synthetic	Turbofan engine; Degradation simulation; C-MAPSS; Run-to-failure; Prognostics; Sensor data; Fault modes
Turning Dataset for Chatter Diagnosis	Yes	Multivariate, Time-Series	Real	Chatter diagnosis; Machining; Turning; Accelerometer data; Microphone data; Laser tachometer; Time-series sensor data
U.S. Crude Oil Imports	Yes	Multivariate, Time-Series	Real	Crude oil; Energy imports; Time-series data; United States; Oil and Gas; Economic analysis; Supply chain
UK-DALE dataset	Yes	Multivariate, Time-Series	Real	Energy consumption; Domestic electricity usage; Appliance-level data; High-frequency power data; Time-series data; Multivariate; United Kingdom
Urban Land Cover	Yes	Multivariate	Real	Urban land cover; High resolution aerial imagery; Multivariate data; Classification; Feature selection; Spectral data; Texture analysis
Vehicle Manufacturing Dataset	Information not available	Information not available	Information not available
Versatile Production System	Likely	Multivariate, Time-Series, Condition Monitoring	Real	Industrial production; Condition monitoring; Predictive maintenance; Manufacturing data; Sensor data; Anomaly detection; Time-series data
WM811K Wafer Maps	Likely	Classification	Real	Wafer map; Semiconductor manufacturing; Defect classification; Pattern recognition; Large-scale dataset; Machine learning; Failure analysis
Water Distribution (WADI) Dataset	Yes	Multivariate, Time-Series	Real	Cyber-Physical Systems; Water distribution; Critical infrastructure; Attack scenarios; Sensor data; Time-series data; Anomaly detection
Wind Turbine Scada Dataset	Yes	Multivariate, Time-Series	Real	Wind turbine; SCADA data; Renewable energy; Time-series; Multivariate; Power generation; Wind speed and direction
Wine Quality	Yes	Multivariate	Real	Wine samples; Physicochemical tests; Wine quality; Red and white wine; Portuguese Vinho Verde; Classification; Regression
XJTU-SY Bearing Datasets	Information not available	Multivariate, Time-Series, Run-to-Failure	Real	Rolling element bearings; Run-to-failure; Vibration signals; Accelerated degradation; Prognostics; Remaining useful life; Time-series data

Acknowledgements

This repository was partly inspired by and developed using ideas from the following repositories:

• Industrial ML Datasets by Nicolas J92
• Awesome Industrial Machine Datasets by Makinarocks
• Industrial Surface Inspection Datasets by Donrax

Their work provided useful reference points during the development of this project.

LLM Assistance for JSON Generation

To save time and maintain a consistent standard, I used a Language Model (LLM) to automatically build the JSON files. The LLM reads the datasets.csv, loads each webpage, and creates the JSON based on a predefined template. This approach not only addresses time limitations but also makes it easier to update the JSON files if any changes are required.

Contribution Guidelines

Thank you for considering contributing to our repository.

How You Can Contribute

You can contribute in several ways:

• Suggest a New Dataset: Propose a new dataset by creating an issue under the "Enhancement" label in the Issues tab.
• Add a Dataset: Create a JSON file describing a dataset and submit a pull request to add it to the repository.
• Suggest Changes: You can suggest improvements through the Issues tab or directly edit the JSON files and submit your changes via a pull request.

Adding a Dataset

Before adding a new dataset, please ensure that it is unique and not already included in the repository.

To add a dataset:

1. Create a JSON file that accurately describes the dataset, following the same template as the existing datasets in the json folder.
2. Place this JSON file in the json/manual folder.

Updating Documentation

To update the documentation (Markdown and HTML files) and refresh the README:

1. Run the generate_documentation.py script located in the root of the repository. This script will:
   • Generate Markdown files in the markdown folder.
   • Generate HTML files in the html folder.
   • Update the README.md file with the latest datasets table.

Making a Pull Request

Please adhere to these guidelines when submitting a pull request:

• Check for Duplicates: Ensure your contribution is unique and not already included.
• Submit Separate Pull Requests: Submit individual pull requests for each suggestion or dataset.
• Follow the format: Use our JSON template for datasets and maintain readability and structure in documentation.