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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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Total Datasets: 190
| Dataset | Domain | Asset / Process | Modality | Task | Annotation | Source Type | Access | Size | Year | License |
|---|---|---|---|---|---|---|---|---|---|---|
| 3CAD | Electronics & Semiconductor; Manufacturing & Production | PCB / Electronics | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation; Quality Prediction | Sample Label; Pixel Mask; Fault Type Label | Real Production / Field | Repository | 27039 images across 8 product categories | 2025 | Information not available |
| 3D Printer | Materials & Metrology; Manufacturing & Production | Additive Manufacturing; Materials / Chemistry | Tabular | Classification; Regression; Quality Prediction | Sample Label; Class Label; Scalar Target | Real Lab / Testbed | Kaggle; Login Required | Information not available | 2018 | Information not available |
| 3D-ADAM | Manufacturing & Production | Additive Manufacturing | Image; 3D Point Cloud; RGB-D; Multimodal | Anomaly Detection; Defect Segmentation; Quality Prediction; 3D Understanding | Sample Label; Pixel Mask; 3D / Point Mask | Real Lab / Testbed | Hugging Face | 14120 3D scans and 27346 annotated defects | 2025 | Information not available |
| 3W | Oil & Gas | Oil Wells / Reservoirs | Time Series | Anomaly Detection; Fault Diagnosis; Classification | Sample Label; Fault Type Label | Mixed | Repository | Information not available | 2022 | Information not available |
| Additional Tennessee Eastman Process Simulation Data for Anomaly Detection Evaluation | Chemical & Process; Manufacturing & Production | Chemical Process | Time Series | Anomaly Detection; Fault Diagnosis; Predictive Maintenance; Process Monitoring | Sample Label; Class Label | Simulation | Zenodo / Dataverse | Information not available | Information not available | Information not available |
| AeBAD | Aerospace & Defense | Turbines / Engines | Image; Video | Anomaly Detection; Defect Segmentation; Predictive Maintenance | Sample Label; Pixel Mask | Real Lab / Testbed | Repository | Information not available | 2023 | CC BY |
| AI4I 2020 Predictive Maintenance Dataset | Energy & Power; Manufacturing & Production | CNC / Machining | Time Series | Fault Diagnosis; Failure Prediction; Predictive Maintenance; Classification | Fault Type Label; Scalar Target; Sample Label; Class Label | Synthetic | UCI | 10000 | 2020 | Information not available |
| Air Quality | Environment & Safety; Chemical & Process | Chemical Process | Time Series | Regression | Scalar Target | Real Production / Field | UCI | 9358 | 2016 | Information not available |
| AITEX Fabric Image Database | Manufacturing & Production | Textile / Apparel | Image | Defect Detection; Defect Segmentation; Classification | Sample Label; Class Label; Pixel Mask | Real Production / Field | Official Portal | 245 | 2019 | Information not available |
| Anemometer Fault Detection | Energy & Power | Other / Cross-Domain | Time Series | Classification; Fault Diagnosis; Forecasting | Sample Label; Class Label; Scalar Target | Real Production / Field | Competition | Information not available | 2011 | Information not available |
| Appliances Energy Prediction | Buildings & Appliances; Energy & Power | Buildings / Appliances | Time Series | Regression; Energy Optimization | Scalar Target | Real Production / Field | UCI; Repository | 19735 | 2017 | Information not available |
| APS Failure at Scania Trucks | Transportation & Mobility | Vehicles / Fleets | Tabular | Classification; Fault Diagnosis; Predictive Maintenance | Sample Label; Class Label; Scalar Target | Real Production / Field | UCI; Competition | 60000 | 2017 | Information not available |
| Asset Failure and Replacement | General / Cross-Industrial | Other / Cross-Domain | Time Series | Classification; Regression; Failure Prediction; RUL / Prognostics | Sample Label; Class Label; Scalar Target | Real Production / Field | Competition | Information not available | 2014 | Proprietary / Restricted |
| AssetOpsBench | Manufacturing & Production | Other / Cross-Domain | Time Series | Forecasting; Anomaly Detection; Recommendation / Decision Support; Benchmark Suite | Text / QA Label; Split Metadata | Simulation | Repository; Hugging Face | 140+ Scenarios | Information not available | Information not available |
| Athabasca Oil Sands Dataset (McMurray Formation) | Oil & Gas | Oil Wells / Reservoirs | Tabular | Benchmark Suite | Class Label | Real Production / Field | Official Portal | 2193 wells | 2001 | Information not available |
| BATADAL Water SCADA Cyber-Attack Dataset | Cyber-Physical Security; Water & Utilities | Water Treatment / Distribution; SCADA / ICS | Time Series | Cyberattack Detection; Anomaly Detection; Process Monitoring | Time / Event Label; Sample Label; Fault Type Label | Simulation | Official Portal | Information not available | 2016 | Information not available |
| Bearing | Manufacturing & Production | Bearings | Time Series; Vibration | Fault Diagnosis; RUL / Prognostics; Predictive Maintenance | Sample Label; RUL Label | Real Lab / Testbed | Official Portal | 3 run-to-failure tests; Test 1: ~2,156 snapshots (34 days), Test 2: ~984 snapshots (7 days), Test 3: ~6,324 snapshots (37 days); each snapshot contains 20,480 data points per channel | 2007 | Information not available |
| Beijing PM2.5 Data | Environment & Safety | Other / Cross-Domain | Time Series | Regression; Benchmark Suite | Scalar Target | Real Production / Field | UCI | 43824 | 2017 | Information not available |
| Bosch Production Line Performance | Environment & Safety; Manufacturing & Production | General Manufacturing | Tabular; Time Series | Classification; Quality Prediction | Sample Label; Class Label | Real Production / Field | Kaggle; Competition; Login Required | Information not available | 2016 | Competition Terms |
| Brent Oil Prices | Oil & Gas; Energy & Power; Business & Economics | Business / Economic Indicators | Time Series | Regression; Forecasting | Scalar Target | Public Records | Kaggle; Login Required | 12799 | 2022 | Information not available |
| Bridge Crack Dataset | Infrastructure & Civil; Materials & Metrology; Environment & Safety | Infrastructure Cracks | Image | Defect Detection; Classification; Predictive Maintenance; Condition Monitoring | Sample Label; Class Label | Real Production / Field | Repository | Information not available | Information not available | Information not available |
| BSData | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Defect Detection; Defect Segmentation; Classification | Sample Label; Class Label; Instance Mask | Real Lab / Testbed | Repository | 1,104 images with instance segmentation annotations; 21,853 image patches for classification | 2021 | CC BY-SA |
| BTAD | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Defect Detection; Defect Segmentation | Sample Label; Pixel Mask | Real Lab / Testbed | Repository | 1799 images across 3 product types (Product1: 400 @ 1600x1600; Product2: 1000 @ 600x600; Product3: 399 @ 800x600) | 2021 | CC BY-SA |
| Business and Industry Reports | Business & Economics | Business / Economic Indicators | Time Series; Text / Documents | Forecasting; Regression | Scalar Target | Public Records | Kaggle; Repository; Login Required | 10952 unique time series codes approximately | 2017 | Information not available |
| C-MAPSS Aircraft Engine Simulator Data | Aerospace & Defense | Turbines / Engines | Time Series | Classification; Regression; RUL / Prognostics; Simulation / Control | Sample Label; Class Label; Scalar Target | Simulation | Official Portal | Information not available | Information not available | Information not available |
| Car Evaluation | Transportation & Mobility | Vehicles / Fleets | Tabular | Classification | Sample Label; Class Label | Real Lab / Testbed | UCI | 1728 | 1997 | Information not available |
| Casting product image data for quality inspection | Manufacturing & Production | Casting / Metal Parts | Image | Defect Detection; Classification | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | 7348 | Information not available | Information not available |
| Chemical Composition of Ceramic Samples | Chemical & Process; Materials & Metrology | Materials / Chemistry | Tabular | Classification; Benchmark Suite | Sample Label; Class Label | Real Lab / Testbed | UCI | 88 | 2019 | Information not available |
| Chemical Production India 2013 to 2020 | Chemical & Process; Business & Economics; Manufacturing & Production | Business / Economic Indicators | Time Series | Regression; Benchmark Suite | Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2022 | CC0 |
| Chinese Power Line Insulator Dataset | Energy & Power | Power Grid / Plants | Image; Geospatial / Remote Sensing | Defect Detection; Classification | Sample Label; Class Label | Mixed | Repository | Information not available | Information not available | Information not available |
| CiP-DMD | Manufacturing & Production | General Manufacturing | Time Series | Quality Prediction; Process Monitoring | Time / Event Label; Scalar Target; Split Metadata | Real Production / Field | Repository; Zenodo / Dataverse | 847 pneumatic cylinders | 2024 | Information not available |
| Civil Engineering: Cement Manufacturing Dataset | Chemical & Process; Infrastructure & Civil; Materials & Metrology | Chemical Process; Materials / Chemistry | Tabular | Regression | Scalar Target | Real Lab / Testbed | Kaggle; Login Required | 1030 | Information not available | Information not available |
| CMAPSS Jet Engine Simulated Data | Aerospace & Defense; Manufacturing & Production | Turbines / Engines | Time Series | Regression; RUL / Prognostics; Predictive Maintenance; Simulation / Control | RUL Label; Scalar Target | Simulation | Competition | 708 training + 707 test engine trajectories across 4 sub-datasets (FD001: 100/100, FD002: 260/259, FD003: 100/100, FD004: 248/249) | 2008 | Information not available |
| CNC Mill Tool Wear | Manufacturing & Production | CNC / Machining | Time Series | Fault Diagnosis; Condition Monitoring; Classification | Sample Label; Class Label | Real Lab / Testbed | Kaggle; Login Required | Information not available | 2018 | Information not available |
| Combined Cycle Power Plant | Energy & Power | Turbines / Engines; Power Grid / Plants | Tabular | Regression; Energy Optimization | Scalar Target | Real Production / Field | UCI | 9568 | 2014 | Information not available |
| Concrete Compressive Strength | Chemical & Process; Infrastructure & Civil; Materials & Metrology | Chemical Process; Materials / Chemistry | Tabular | Regression; Benchmark Suite | Scalar Target | Real Production / Field | UCI | 1030 | 2007 | Information not available |
| Concrete Crack Images for Classification | Transportation & Mobility; Infrastructure & Civil; Materials & Metrology | Infrastructure Cracks | Image | Defect Detection; Classification; Condition Monitoring | Sample Label; Class Label | Real Production / Field | Mendeley Data | 40000 | 2018 | Information not available |
| Condition Based Maintenance of Naval Propulsion Plants | Energy & Power; Aerospace & Defense | Gears / Gearboxes; Turbines / Engines | Tabular | Regression; RUL / Prognostics; Predictive Maintenance; Simulation / Control | Scalar Target | Simulation | UCI | 11934 | 2014 | Information not available |
| Condition Based Maintenance of Naval Propulsion Systems | Energy & Power; Aerospace & Defense | Gears / Gearboxes; Turbines / Engines | Tabular | Regression; RUL / Prognostics; Predictive Maintenance; Simulation / Control | Scalar Target | Simulation | UCI | 11934 | 2014 | Information not available |
| Condition monitoring of hydraulic systems | Oil & Gas; Energy & Power; Manufacturing & Production | Motors / Drives; Pumps; Valves / Actuators | Time Series; Vibration | Fault Diagnosis; Condition Monitoring; Energy Optimization; Classification | Fault Type Label; Scalar Target; Sample Label; Class Label | Real Lab / Testbed | UCI | 2205 | 2018 | Information not available |
| Control loop datasets | Oil & Gas; Chemical & Process | Chemical Process | Time Series | Anomaly Detection; Process Monitoring; Simulation / Control | Sample Label | Real Production / Field | Official Portal | Multiple SISO control loops from an oil and gas company over 2.5 days; 3 variants: SISO-RAW (non-constant sampling), SISO-SEL (selected fragments), SISO-SAMP (constant sampling rate) | 2018 | Information not available |
| CWRU Bearing Data | Manufacturing & Production | Bearings | Time Series; Vibration | Fault Diagnosis; Condition Monitoring; Classification | Sample Label; Class Label; Fault Type Label | Real Lab / Testbed | Official Portal | Multiple time-series records under motor loads of 0-3 HP (1720-1797 RPM); defects at 4 fault diameters (0.007-0.040 in) | 2000 | Information not available |
| CXR-AD | Manufacturing & Production | Surface Defects | X-ray / CT; Image | Anomaly Detection; Anomaly Localization; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask | Real Production / Field | Official Portal | 653 normal and 561 anomalous X-ray images across 5 categories | 2025 | Information not available |
| DAMADICS Actuator Benchmark | Chemical & Process; Manufacturing & Production | Valves / Actuators; Chemical Process | Time Series | Classification; Fault Diagnosis; Process Monitoring | Sample Label; Class Label | Real Production / Field | Direct Download | Daily matrices of 86400 rows x 33 columns | 2001 | Information not available |
| Data-driven prediction of battery cycle life before capacity degradation | Energy & Power | Batteries | Time Series | Regression; RUL / Prognostics | RUL Label; Scalar Target | Real Lab / Testbed | Repository | 124 | 2019 | Information not available |
| Deep PCB | Electronics & Semiconductor; Manufacturing & Production | PCB / Electronics | Image | Defect Detection; Anomaly Localization; Classification | Sample Label; Class Label | Real Production / Field | Repository | Information not available | Information not available | Information not available |
| Defective Solar Cells Dataset | Energy & Power; Manufacturing & Production | Solar / PV | Image | Anomaly Detection; Defect Detection; Quality Prediction; Energy Optimization | Sample Label; Class Label | Real Production / Field | Repository | Information not available | Information not available | Information not available |
| Degradation Measurement of Robot Arm Position Accuracy | Energy & Power; Robotics & Automation; Manufacturing & Production | Robotic Manipulation | Time Series | Regression; RUL / Prognostics; Condition Monitoring | Fault Type Label; Scalar Target | Real Lab / Testbed | Official Portal | Information not available | 2017 | Information not available |
| Detecting Anomalies in Wafer Manufacturing | Electronics & Semiconductor; Manufacturing & Production | Semiconductor / Wafers | Tabular | Anomaly Detection; Classification | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | Train: 1763, Test: 756 | Information not available | Information not available |
| Diesel Engine Faults Features | Manufacturing & Production | Turbines / Engines | Time Series; Vibration | Classification; Fault Diagnosis; Predictive Maintenance; Simulation / Control | Sample Label; Class Label; Scalar Target | Simulation | Mendeley Data | 3500 | 2020 | Information not available |
| ECO dataset | Energy & Power; Buildings & Appliances | Power Grid / Plants; Buildings / Appliances | Time Series | Energy Optimization | Sample Label | Real Production / Field | Official Portal | Information not available | 2015 | Information not available |
| Electrical Grid Stability Simulated Data | Energy & Power | Power Grid / Plants | Tabular | Classification; Regression; Simulation / Control | Sample Label; Class Label; Scalar Target | Simulation | UCI | 10000 | 2018 | Information not available |
| Electricity Load Diagrams 2011-2014 | Energy & Power | Power Grid / Plants | Time Series | Forecasting; Energy Optimization | Scalar Target | Real Production / Field | UCI | 370 | 2015 | Information not available |
| Energy Efficiency | Buildings & Appliances; Energy & Power | Buildings / Appliances | Tabular | Regression; Energy Optimization; Classification | Sample Label; Class Label; Scalar Target | Simulation | UCI | 768 | 2012 | Information not available |
| Eyecandies | Materials & Metrology; Manufacturing & Production | Surface Defects | Image; RGB-D; Multimodal | Anomaly Detection; Anomaly Localization; Defect Segmentation | Normal-Only Training; Sample Label | Real Lab / Testbed | Repository | 10 object classes; per-class: 1000 normal train, 100 normal val, 25/25 public test, 200/200 private test | 2022 | Information not available |
| FailureSensorIQ | General / Cross-Industrial | Other / Cross-Domain | Text / Documents | Fault Diagnosis; Recommendation / Decision Support; Benchmark Suite | Text / QA Label | Derived / Aggregated | Hugging Face | 8,296 questions | 2025 | Apache-2.0 |
| FEMTO (PRONOSTIA) Bearing Dataset | Manufacturing & Production | Bearings | Time Series; Vibration | Regression; RUL / Prognostics | RUL Label; Scalar Target | Real Lab / Testbed | Repository; Competition | Information not available | 2012 | Information not available |
| Gas Sensor Array Drift at Different Concentrations | Chemical & Process; Environment & Safety | Chemical Process | Time Series | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Lab / Testbed | UCI | 13910 | 2013 | Information not available |
| Gas sensor array temperature modulation | Chemical & Process; Electronics & Semiconductor | Chemical Process | Time Series | Classification; Regression | Class Label; Scalar Target | Real Lab / Testbed | UCI | 4095000 | 2019 | Information not available |
| Gas sensor array under dynamic gas mixtures | Chemical & Process; Electronics & Semiconductor | PCB / Electronics; Chemical Process | Time Series | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Lab / Testbed | UCI | 4178504 | 2015 | Information not available |
| GC10-DET | Manufacturing & Production; Materials & Metrology | Steel / Metal Surfaces | Image | Defect Detection; Object Detection; Classification | Bounding Box; Fault Type Label; Sample Label; Class Label | Real Production / Field | Kaggle; Repository; Login Required | 3570 | 2019 | Information not available |
| Gearbox Fault Detection | Manufacturing & Production | Gears / Gearboxes | Time Series; Vibration | Fault Diagnosis; Classification | Sample Label; Class Label; Scalar Target | Real Production / Field | Competition | Information not available | 2017 | Information not available |
| Genesis Pick-and-Place Demonstrator Dataset | Robotics & Automation; Manufacturing & Production | Robotic Manipulation | Time Series | Anomaly Detection; Condition Monitoring | Sample Label; Time / Event Label | Real Lab / Testbed | Kaggle; Login Required | 16220 | 2018 | Information not available |
| Global Power Plant Database | Energy & Power | Power Grid / Plants | Tabular; Geospatial / Remote Sensing | Benchmark Suite | Unlabeled; Class Label | Public Records | Official Portal | Information not available | 2024 | Information not available |
| Green House Gas Produce by Different Industry | Environment & Safety | General Manufacturing | Time Series | Regression | Scalar Target | Public Records | Kaggle; Login Required | Information not available | 2010 | Information not available |
| GREEND | Energy & Power; Buildings & Appliances | Power Grid / Plants; Buildings / Appliances | Time Series | Energy Optimization | Sample Label | Real Production / Field | Official Portal | Information not available | 2014 | Information not available |
| HCI Industrial Optical Inspection | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Defect Detection; Defect Segmentation | Pixel Mask; Fault Type Label; Sample Label; Class Label | Real Lab / Testbed | Official Portal | Multiple industrial texture classes; training images with image-level labels (weak supervision) and test images with pixel-level ground truth | 2015 | Information not available |
| High Storage System Anomaly Detection | Energy & Power | General Manufacturing | Time Series | Anomaly Detection; Energy Optimization | Sample Label | Real Lab / Testbed | Kaggle; Login Required | Information not available | 2018 | CC BY-NC-SA |
| High Storage System Data for Energy Optimization | Energy & Power | General Manufacturing | Time Series | Anomaly Detection; Energy Optimization | Sample Label | Real Production / Field | Kaggle; Login Required | Information not available | 2018 | Information not available |
| Hill-Valley | General / Cross-Industrial | Other / Cross-Domain | Time Series | Classification; Benchmark Suite | Sample Label; Class Label | Real Lab / Testbed | UCI | 606 | 2008 | CC BY |
| HSS-IAD | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Defect Detection; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask | Real Lab / Testbed | Repository | 8580 images | 2025 | Information not available |
| IEC3D-AD | Manufacturing & Production | Surface Defects | Image; 3D Point Cloud | Anomaly Detection; Anomaly Localization; 3D Understanding | Sample Label; 3D / Point Mask | Real Lab / Testbed | Hugging Face | Information not available | 2025 | Information not available |
| IMAD-DS | Robotics & Automation; Manufacturing & Production | Motors / Drives | Time Series; Audio; Vibration; Multimodal | Anomaly Detection; Fault Diagnosis; Condition Monitoring | Sample Label; Fault Type Label; Time / Event Label | Real Lab / Testbed | Zenodo / Dataverse | Information not available | 2024 | Information not available |
| Individual Household Electric Power Consumption | Energy & Power; Buildings & Appliances | Buildings / Appliances | Time Series | Regression; Energy Optimization | Scalar Target | Real Production / Field | UCI | 2075259 | 2012 | Information not available |
| IndPenSim – Industrial Penicillin Fermentation Simulator Dataset | Chemical & Process | Chemical Process | Time Series | Fault Diagnosis; Process Monitoring; Simulation / Control; Classification | Sample Label; Class Label; Scalar Target | Mixed | Mendeley Data | 100 batches | 2018 | Information not available |
| IndustReal | Manufacturing & Production | General Manufacturing | Image; Video | Predictive Maintenance; Process Monitoring | Sample Label | Real Production / Field | Repository | 84 videos; 27 participants | 2023 | Apache-2.0 |
| Industrial Fault Detection Dataset | Manufacturing & Production | General Manufacturing | Tabular; Time Series; Vibration; Multimodal | Classification; Fault Diagnosis | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | Information not available | Information not available |
| Industrial IoT Dataset (Synthetic) | Manufacturing & Production | General Manufacturing | Time Series; Audio; Vibration; Multimodal | Anomaly Detection; Predictive Maintenance; Forecasting; Simulation / Control | Sample Label; Class Label; Scalar Target | Synthetic | Kaggle; Login Required | 500000 | Information not available | Information not available |
| Industrial IoT Fault Detection Dataset | Manufacturing & Production | General Manufacturing | Time Series; Vibration | Classification; Fault Diagnosis; Predictive Maintenance | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | 1000 | Information not available | Information not available |
| Industrial Safety and Health Analytics Database | Environment & Safety; Manufacturing & Production | General Manufacturing | Tabular | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2018 | CC0 |
| Intelligent Manufacturing Dataset | Manufacturing & Production | General Manufacturing | Time Series; Vibration | Anomaly Detection; Predictive Maintenance; Quality Prediction | Sample Label; Class Label; Scalar Target | Synthetic | Kaggle; Login Required | Information not available | Information not available | Information not available |
| IoT-Integrated Predictive Maintenance Dataset | Manufacturing & Production | General Manufacturing | Time Series | Fault Diagnosis; Predictive Maintenance; Classification | Sample Label; Class Label; Scalar Target | Synthetic | Kaggle; Login Required | Information not available | Information not available | Information not available |
| ISDB - International Stiction Data Base | Chemical & Process | Valves / Actuators; Chemical Process | Time Series | Regression; Fault Diagnosis; Simulation / Control | Sample Label; Scalar Target | Real Lab / Testbed | Official Portal | Information not available | 2009 | Information not available |
| ISP-AD | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation | Sample Label | Mixed | Zenodo / Dataverse | 559049 samples | 2025 | Information not available |
| IV2V and iV2I+ Industrial Datasets | Transportation & Mobility; Logistics & Retail | Vehicles / Fleets | Time Series | Forecasting; Classification | Sample Label | Real Production / Field | Repository; IEEE DataPort | Multiple measurement campaigns in an industrial warehouse environment; thousands of channel measurement snapshots per scenario | 2021 | Information not available |
| Kaputt | Logistics & Retail | Retail / Logistics Items | Image | Anomaly Detection; Defect Detection; Defect Segmentation | Sample Label; Pixel Mask | Real Production / Field | Official Portal; Form Request | 238421 images, including 29316 defective instances and 48376 unique items | 2025 | Information not available |
| Kolektor Surface-Defect Dataset (KolektorSDD) | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Defect Detection; Defect Segmentation; Classification | Sample Label; Pixel Mask | Real Lab / Testbed | Official Portal | 399 | Information not available | CC BY |
| Kylberg Texture Dataset | Materials & Metrology | Materials / Chemistry | Image | Classification; Benchmark Suite | Sample Label; Class Label | Real Lab / Testbed | Official Portal | 4480 (28 classes * 160 patches) | 2020 | Information not available |
| Large Scale Image Dataset of Wood Surface Defects | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Defect Detection; Classification; Quality Prediction | Sample Label; Class Label; Bounding Box | Real Production / Field | Kaggle; Login Required | 4000 | Information not available | Information not available |
| Laser Welding | Manufacturing & Production; Materials & Metrology | Welding; Steel / Metal Surfaces | Tabular | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Production / Field | Mendeley Data | 360 | 2021 | Information not available |
| Li-ion Battery Aging Datasets | Energy & Power | Batteries | Time Series | RUL / Prognostics; Regression | RUL Label; Scalar Target | Real Lab / Testbed | Official Portal | Information not available | 2010 | Information not available |
| Magnetic Tile Defect | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Defect Detection; Defect Segmentation; Classification; Quality Prediction | Sample Label; Class Label; Pixel Mask | Real Lab / Testbed | Repository | 1,344 images across 6 classes (MT_Blowhole, MT_Break, MT_Crack, MT_Fray, MT_Uneven, MT_Free) | 2018 | Information not available |
| Maintenance Action Recommendation | General / Cross-Industrial | Other / Cross-Domain | Time Series | Classification; RUL / Prognostics; Predictive Maintenance; Recommendation / Decision Support | Sample Label; Class Label | Real Production / Field | Competition | Information not available | 2013 | Information not available |
| Maintenance of Naval Propulsion Plants Data Set | Aerospace & Defense | Gears / Gearboxes; Turbines / Engines | Tabular | Regression; RUL / Prognostics; Predictive Maintenance; Simulation / Control | Scalar Target | Simulation | UCI; Kaggle; Login Required | 11934 | 2014 | Information not available |
| MANTA | General / Cross-Industrial | Surface Defects | Image; Text / Documents; Multimodal | Anomaly Detection; Anomaly Localization; Defect Segmentation | Sample Label; Pixel Mask; Text / QA Label | Real Lab / Testbed | Official Portal | 137300+ images, including 8600+ anomalous images, across 38 categories and 5 views | 2024 | Information not available |
| Manufacturing cost | Manufacturing & Production | General Manufacturing | Tabular | Regression | Scalar Target | Real Production / Field | Kaggle; Login Required | Likely 1000+ (Exact count not specified) | 2019 | Information not available |
| Manufacturing Defects | Manufacturing & Production | General Manufacturing | Time Series | Defect Detection; Regression; Quality Prediction | Sample Label; Scalar Target | Real Production / Field | Kaggle; Login Required | 3200 | Information not available | Information not available |
| ManyWells | Oil & Gas | Oil Wells / Reservoirs | Time Series | Classification; Regression; Simulation / Control | Sample Label; Class Label; Scalar Target | Simulation | Repository; Hugging Face | 3006000 | 2025 | Information not available |
| MCBT | Materials & Metrology; Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Defect Detection | Sample Label; Fault Type Label | Real Lab / Testbed | Repository | 1027 images | 2025 | Information not available |
| Mechanic Component Images ( Normal / Defected) | Manufacturing & Production | Casting / Metal Parts | Image | Defect Detection; Classification; Quality Prediction | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | 285 files | 2020 | Information not available |
| Mechanical Analysis | General / Cross-Industrial | Other / Cross-Domain | Tabular; Time Series | Classification; Fault Diagnosis | Sample Label; Class Label | Real Production / Field | UCI | 209 | 1990 | Information not available |
| Mercedes-Benz Greener Manufacturing | Transportation & Mobility; Manufacturing & Production | Vehicles / Fleets | Tabular | Regression; Quality Prediction | Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | Information not available | Information not available |
| Milling | Manufacturing & Production | CNC / Machining | Time Series; Vibration; Audio | RUL / Prognostics; Condition Monitoring; Regression | RUL Label; Scalar Target | Real Production / Field | Kaggle; Login Required | 16 experimental cases; 167 measurement runs total | 2007 | Information not available |
| Milling Wear | Manufacturing & Production | CNC / Machining | Time Series; Vibration; Audio | RUL / Prognostics; Condition Monitoring; Regression | RUL Label; Scalar Target | Real Lab / Testbed | Kaggle; Login Required | 16 experimental cases with 167 total measurement runs; ~15 MB compressed | 2007 | Information not available |
| MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection | Manufacturing & Production | Industrial Machines | Time Series; Audio | Anomaly Detection; Fault Diagnosis; Condition Monitoring | Normal-Only Training; Sample Label | Mixed | Repository; Zenodo / Dataverse | Information not available | 2019 | CC BY-SA |
| MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation for Domain Generalization Task | Manufacturing & Production | Industrial Machines | Time Series; Audio | Anomaly Detection; Fault Diagnosis; Condition Monitoring | Normal-Only Training; Sample Label | Real Lab / Testbed | Repository; Zenodo / Dataverse; Competition | Information not available | 2022 | CC BY-NC-SA |
| MPDD | Manufacturing & Production | Casting / Metal Parts | Image | Anomaly Detection; Defect Detection; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask | Mixed | Repository | 1064 images across 6 metal part categories | 2021 | CC BY-NC-SA |
| MPDD2 | Manufacturing & Production | Casting / Metal Parts | Image | Anomaly Detection; Defect Detection; Defect Segmentation | Sample Label; Pixel Mask | Mixed | Repository | 700+ images across multiple metal part categories | 2022 | CC BY-NC-SA |
| Multi-stage continuous-flow manufacturing process | Manufacturing & Production; Chemical & Process | Chemical Process | Time Series | Regression; Process Monitoring | Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2019 | Information not available |
| MVTec 3D-AD | Manufacturing & Production | Surface Defects | Image; 3D Point Cloud; RGB-D; Multimodal | Anomaly Detection; Anomaly Localization; Defect Segmentation; 3D Understanding | Normal-Only Training; Sample Label; Pixel Mask; 3D / Point Mask | Real Lab / Testbed | Official Portal; Form Request | 4147 high-resolution scans across 10 categories | 2022 | CC BY-NC-SA |
| MVTec AD 2 | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask; Partial | Real Lab / Testbed | Official Portal; Form Request; Gated Approval | 8000+ images across 8 scenarios | 2025 | CC BY-NC-SA |
| MVTec Anomaly Detection (MVTec AD) | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Defect Detection; Defect Segmentation | Normal-Only Training; Sample Label; Pixel Mask | Real Lab / Testbed | Official Portal; Form Request | Over 5000 | 2021 | CC BY |
| MVTec D2S | Robotics & Automation; Logistics & Retail | Retail / Logistics Items | Image | Object Detection; Defect Segmentation | Bounding Box; Instance Mask | Real Lab / Testbed | Direct Download | 21000 images across 60 object categories | 2018 | CC BY-NC-SA |
| MVTec ITODD | Robotics & Automation; Manufacturing & Production | General Manufacturing | Image; 3D Point Cloud; RGB-D; Multimodal | Object Detection; Pose Estimation; 3D Understanding | Bounding Box; Pose / Keypoint Label; Split Metadata | Real Lab / Testbed | Direct Download | 3500 labelled scenes across 28 object categories | 2017 | CC BY-NC-SA |
| MVTec LOCO AD | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask | Real Lab / Testbed | Official Portal; Form Request | 3644 images across 5 categories | 2022 | CC BY-NC-SA |
| MVTec MV-ball | Robotics & Automation; Materials & Metrology | Robotic Manipulation | Image; Multimodal | Pose Estimation; 3D Understanding | Pose / Keypoint Label; Split Metadata | Synthetic | Official Portal | 112042 training images; 3853 easy + 3458 hard evaluation images | 2025 | CC BY-NC-SA |
| MVTec Screws | Manufacturing & Production | Surface Defects | Image | Object Detection; Pose Estimation | Bounding Box; Pose / Keypoint Label | Real Lab / Testbed | Direct Download | 384 images; 4426 oriented bounding box annotations; 13 categories | 2019 | CC BY-NC-SA |
| N-CMAPSS_DL | Aerospace & Defense; Manufacturing & Production | Turbines / Engines | Time Series | Fault Diagnosis; RUL / Prognostics; Predictive Maintenance; Simulation / Control | RUL Label; Fault Type Label; Scalar Target; Sample Label | Simulation | Repository; Competition | 100 engines; 4089 training cycles and 2736 test cycles; 7 failure modes; 3 flight classes | 2021 | Information not available |
| NASA Bearing Dataset | Manufacturing & Production | Bearings | Time Series; Vibration | RUL / Prognostics; Predictive Maintenance | Sample Label | Real Lab / Testbed | Kaggle; Login Required | 9463 files (1-second vibration signal snapshots) | 2000 | Information not available |
| NEU Surface Defect Dataset | Materials & Metrology; Manufacturing & Production | Steel / Metal Surfaces; Materials / Chemistry | Image | Defect Detection; Defect Segmentation; Classification | Bounding Box; Fault Type Label; Sample Label; Class Label | Real Lab / Testbed | Official Portal | 1,800 grayscale images; 300 images per class across 6 defect types | 2013 | Information not available |
| OECD Data - Crude Oil Production | Oil & Gas; Energy & Power; Business & Economics | Oil Wells / Reservoirs; Business / Economic Indicators | Time Series | Regression; Forecasting | Scalar Target | Public Records | Kaggle; Login Required; Direct Download | Information not available | Information not available | Information not available |
| Oil and Gas | Oil & Gas; Energy & Power; Business & Economics | Business / Economic Indicators | Time Series | Regression; Forecasting | Scalar Target | Public Records | Kaggle; Zenodo / Dataverse; Login Required | Information not available | 2014 | Information not available |
| Oil Storage Tanks | Oil & Gas; Energy & Power | Oil Wells / Reservoirs | Image; Geospatial / Remote Sensing | Object Detection | Sample Label; Bounding Box | Remote Sensing | Kaggle; Login Required | Information not available | 2019 | Information not available |
| Oil well | Oil & Gas | Oil Wells / Reservoirs | Time Series | Regression | Scalar Target | Real Production / Field | Kaggle; Login Required | 2941 | 2021 | Information not available |
| One Year Industrial Component Degradation | Manufacturing & Production | General Manufacturing | Time Series | Anomaly Detection; RUL / Prognostics; Predictive Maintenance | Unlabeled; RUL Label | Real Production / Field | Kaggle; Login Required | 519 files (samples) | Information not available | Information not available |
| Open Industrial Data Project (Oil & Gas) | Oil & Gas | Oil Wells / Reservoirs | Time Series | Process Monitoring; Condition Monitoring; Predictive Maintenance | Unlabeled; Scalar Target | Real Production / Field | Official Portal | Information not available | 2022 | Information not available |
| Open Reaction Database | Chemical & Process | Chemical Process | Tabular; Text / Documents | Regression; Benchmark Suite | Scalar Target; Text / QA Label | Public Records | Repository | Over 1 million chemical reactions (growing community-contributed database) | 2021 | CC BY |
| Oscillation detection artificial dataset | Chemical & Process | Valves / Actuators; Chemical Process | Time Series | Classification; Process Monitoring; Simulation / Control | Sample Label; Class Label | Simulation | Official Portal | Synthetic SISO control loop time series; labeled as oscillating or non-oscillating | 2018 | Proprietary / Restricted |
| Paderborn University Bearing Dataset | Manufacturing & Production | Bearings; Motors / Drives | Time Series; Vibration | Fault Diagnosis; Condition Monitoring; Predictive Maintenance | Sample Label; Class Label; Scalar Target | Real Lab / Testbed | Zenodo / Dataverse | 32 bearing states (26 damaged + 6 healthy) under 4 operating conditions | 2016 | CC BY |
| Panasonic 18650PF Li-ion Battery Data | Energy & Power | Batteries | Time Series | Regression; Energy Optimization | Scalar Target | Real Lab / Testbed | Mendeley Data | Information not available | 2018 | Information not available |
| Parts Manufacturing | Manufacturing & Production | General Manufacturing | Tabular | Classification | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | 10000 | 2022 | Information not available |
| PHM 2008 Challenge | Aerospace & Defense; Manufacturing & Production | Turbines / Engines | Time Series | Regression; RUL / Prognostics; Predictive Maintenance; Simulation / Control | RUL Label; Scalar Target | Simulation | Competition | 218 turbofan engine trajectories (training and two test subsets) | 2008 | Information not available |
| PHM Data Challenge | Manufacturing & Production | Other / Cross-Domain | Time Series | Fault Diagnosis; RUL / Prognostics; Predictive Maintenance | Sample Label; Class Label; Scalar Target | Real Production / Field | Competition | Information not available | 2015 | Information not available |
| PIAD | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Anomaly Localization; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask | Mixed | Official Portal; Repository | 11268 images across 30 industrial products | 2025 | Information not available |
| Plant Fault Detection | Chemical & Process; Manufacturing & Production | Chemical Process | Time Series | Anomaly Detection; Fault Diagnosis; RUL / Prognostics; Predictive Maintenance | Sample Label; Class Label | Real Production / Field | Repository; Competition | 212 data files from 70 industrial sites; multiple CSV format variants (raw, selected, sampled) | 2015 | Information not available |
| Plastic Extrusion Defects | Manufacturing & Production | Materials / Chemistry | Tabular; Time Series | Anomaly Detection; Defect Detection; Classification | Sample Label; Class Label | Real Lab / Testbed | Kaggle; Login Required | 226536 | 2018 | Information not available |
| Power Consumption of Tetouan City | Energy & Power; Environment & Safety | Power Grid / Plants | Time Series | Regression; Energy Optimization | Scalar Target | Real Production / Field | UCI | 52417 | 2023 | Information not available |
| Predicting Manufacturing Defects Dataset | Manufacturing & Production | General Manufacturing | Tabular | Quality Prediction; Classification | Sample Label; Class Label | Synthetic | Kaggle; Login Required | Information not available | 2024 | CC BY |
| Production Plant Data for Condition Monitoring | Manufacturing & Production | General Manufacturing | Tabular; Time Series | Condition Monitoring; RUL / Prognostics; Predictive Maintenance | Sample Label; RUL Label; Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2018 | Information not available |
| Productivity Prediction of Garment Employees | Manufacturing & Production | Textile / Apparel | Time Series | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Production / Field | UCI | 1197 | 2020 | Information not available |
| Prognostics Data Repository | Energy & Power; Aerospace & Defense | Bearings; Turbines / Engines; CNC / Machining | Time Series | RUL / Prognostics; Benchmark Suite | Sample Label; Class Label; RUL Label | Derived / Aggregated | Official Portal | Information not available | Information not available | Information not available |
| Pump sensor data | Water & Utilities; Manufacturing & Production | Pumps | Time Series | Classification; Predictive Maintenance | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | Information not available | 2019 | Information not available |
| Quality Prediction in a Mining Process | Materials & Metrology; Manufacturing & Production | Materials / Chemistry | Time Series | Regression; Quality Prediction; Process Monitoring | Scalar Target | Real Production / Field | Kaggle; Login Required | Approximately 158,000+ per large time chunks, total count likely over 400,000 | 2017 | Academic / Non-Commercial |
| RAD | Robotics & Automation | Robotic Manipulation | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation | Sample Label; Pixel Mask | Real Lab / Testbed | Repository | 13 object categories | 2024 | Information not available |
| Railway Surface Defect Detection Dataset | Transportation & Mobility; Manufacturing & Production | Surface Defects | Image | Defect Detection; Classification | Sample Label; Class Label | Real Production / Field | IEEE DataPort | 195 | 2024 | Information not available |
| Real-IAD | Manufacturing & Production | Surface Defects | Image | Anomaly Detection; Defect Detection; Defect Segmentation; Quality Prediction | Normal-Only Training; Sample Label; Pixel Mask; Split Metadata | Real Production / Field | Hugging Face; Gated Approval | 150000+ high-resolution images across 30 object categories | 2024 | CC BY-NC-SA |
| Real-IAD D3 | Materials & Metrology; Manufacturing & Production | Surface Defects | Image; 3D Point Cloud; RGB-D; Multimodal | Anomaly Detection; Anomaly Localization; Defect Segmentation; 3D Understanding | Normal-Only Training; Sample Label; Pixel Mask; 3D / Point Mask | Real Production / Field | Hugging Face; Gated Approval | 20 product categories; 10 defect types | 2025 | CC BY-NC-SA |
| Real-Time IoT-Driven Production System Dataset | Manufacturing & Production | General Manufacturing | Time Series; Vibration | Predictive Maintenance; Quality Prediction; Classification | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | Information not available | Information not available |
| Real3D-AD | Materials & Metrology; Manufacturing & Production | Surface Defects | Image; 3D Point Cloud | Anomaly Detection; Anomaly Localization; 3D Understanding | Normal-Only Training; Sample Label; 3D / Point Mask | Real Lab / Testbed | Repository; Direct Download | 1254 samples across 12 categories | 2023 | CC BY |
| Renewable power plants | Energy & Power | Solar / PV; Power Grid / Plants | Time Series | Regression | Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2020 | Information not available |
| Road Surface Cracks Dataset | Transportation & Mobility; Infrastructure & Civil; Materials & Metrology | Infrastructure Cracks | Image | Anomaly Localization; Defect Detection; Defect Segmentation; Classification | Sample Label; Class Label; Pixel Mask | Real Production / Field | Repository | 118 road surface images with pixel-level crack annotations (CrackForest dataset) | 2016 | Information not available |
| Robot Execution Failures | Robotics & Automation | Robotic Manipulation | Time Series | Classification; Benchmark Suite | Sample Label; Class Label | Real Production / Field | UCI | 463 | 1999 | Information not available |
| RobustAD | Logistics & Retail; Electronics & Semiconductor; Manufacturing & Production | Casting / Metal Parts; PCB / Electronics; Retail / Logistics Items | Image | Anomaly Detection; Defect Detection; Benchmark Suite | Sample Label; Fault Type Label | Real Production / Field | Hugging Face | 4442 images across 3 industrial use cases | 2025 | Information not available |
| RUL Datasets | Aerospace & Defense; Manufacturing & Production | Bearings; Turbines / Engines | Time Series | RUL / Prognostics; Benchmark Suite | Sample Label; RUL Label; Scalar Target | Derived / Aggregated | Repository | Information not available | Information not available | Information not available |
| SACAC | Chemical & Process | Valves / Actuators; Chemical Process | Time Series | Fault Diagnosis; Process Monitoring; Simulation / Control | Sample Label; Fault Type Label | Real Production / Field | Official Portal | 25 SISO PID control loop datasets categorized by root cause of poor performance | 2018 | Information not available |
| SECOM | Electronics & Semiconductor; Manufacturing & Production | Semiconductor / Wafers | Tabular; Time Series | Classification; Quality Prediction | Sample Label; Class Label | Real Production / Field | UCI | 1567 | 2008 | Information not available |
| Secure Water Treatment (SWaT) Dataset | Cyber-Physical Security; Water & Utilities | Water Treatment / Distribution; SCADA / ICS | Time Series | Cyberattack Detection; Anomaly Detection; Process Monitoring | Time / Event Label; Fault Type Label | Real Lab / Testbed | Official Portal; Form Request; Gated Approval | Information not available | 2020 | Custom Research |
| Severstal Steel Defect Detection | Manufacturing & Production | Steel / Metal Surfaces | Image | Defect Detection; Defect Segmentation; Classification; Quality Prediction | Sample Label; Class Label | Real Production / Field | Kaggle; Competition; Login Required | 18,076 files | 2019 | Competition Terms |
| SiM3D | Manufacturing & Production | Surface Defects | Image; Multimodal | Anomaly Detection; 3D Understanding | Sample Label; Pose / Keypoint Label; Split Metadata | Mixed | Hugging Face; Gated Approval | 333 instances across 8 object types | 2025 | Information not available |
| SKAB | Manufacturing & Production | General Manufacturing | Time Series | Anomaly Detection; Process Monitoring | Sample Label; Time / Event Label | Real Lab / Testbed | Repository | Information not available | 2020 | GPL |
| Smart Manufacturing IoT-Cloud Monitoring Dataset | Manufacturing & Production | General Manufacturing | Time Series | Anomaly Detection; Predictive Maintenance; Process Monitoring; Energy Optimization | Sample Label; Class Label; Scalar Target | Synthetic | Kaggle; Login Required | 100000 | 2025 | Information not available |
| SML2010 | Buildings & Appliances; Environment & Safety | Buildings / Appliances | Time Series | Regression; Forecasting | Scalar Target | Real Production / Field | UCI | 4137 | 2014 | Information not available |
| Solar Power Generation Data | Energy & Power | Solar / PV; Power Grid / Plants | Time Series | Regression; Fault Diagnosis; Predictive Maintenance; Forecasting | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | Information not available | 2015 | Information not available |
| Steel Dataset | Energy & Power; Environment & Safety; Manufacturing & Production | Steel / Metal Surfaces; Power Grid / Plants | Tabular; Time Series | Classification; Regression; Energy Optimization | Sample Label; Class Label; Scalar Target | Real Production / Field | Kaggle; Login Required | 35042 | 2018 | Information not available |
| Steel Industry datasets | Energy & Power; Environment & Safety; Manufacturing & Production | Steel / Metal Surfaces; Power Grid / Plants | Time Series | Regression; Energy Optimization | Scalar Target | Real Production / Field | Kaggle; Login Required | Likely 20640+ (approximate count based on Usage_kWh counts) | Information not available | CC0 |
| Steel Plates Faults | Manufacturing & Production | Steel / Metal Surfaces | Tabular | Classification; Fault Diagnosis | Sample Label; Class Label | Real Production / Field | UCI | 1941 | 2010 | Information not available |
| Superconductivty Data | Materials & Metrology | Materials / Chemistry | Tabular | Regression; Benchmark Suite | Scalar Target | Real Production / Field | UCI | 21263 | 2018 | Information not available |
| Tennessee Eastman Process Simulation Dataset | Chemical & Process; Manufacturing & Production | Chemical Process | Time Series | Anomaly Detection; Fault Diagnosis; Predictive Maintenance; Process Monitoring | Sample Label; Class Label | Simulation | Zenodo / Dataverse | Information not available | Information not available | Information not available |
| Textures Classification Dataset | Materials & Metrology; Manufacturing & Production | Materials / Chemistry | Image | Defect Detection; Classification | Sample Label; Class Label; Fault Type Label | Real Production / Field | Repository | Multiple texture image samples across defect categories (exact count on GitHub repository) | 2018 | Information not available |
| Textures under varying Illumination | Materials & Metrology | Materials / Chemistry | Image | Classification | Class Label | Real Lab / Testbed | Official Portal | Information not available | 2006 | Information not available |
| The Reference Energy Disaggregation Data Set (REDD) | Energy & Power; Buildings & Appliances | Buildings / Appliances | Time Series | Energy Optimization | Sample Label | Real Production / Field | Unavailable / Broken | Information not available | 2011 | Information not available |
| TIG Welding | Manufacturing & Production | Welding | Image | Classification; Process Monitoring | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | 33300 (33.3k files) | 2018 | Information not available |
| TON_IoT | Cyber-Physical Security | SCADA / ICS | Time Series; Network Traffic | Intrusion Detection; Anomaly Detection | Sample Label; Fault Type Label | Real Lab / Testbed | Official Portal | Information not available | 2020 | Information not available |
| Tool Path Generation | Materials & Metrology; Manufacturing & Production | CNC / Machining; Materials / Chemistry | Tabular | Regression | Scalar Target | Simulation | Mendeley Data | Information not available | 2018 | Information not available |
| Top Defense Manufacturers | Aerospace & Defense; Business & Economics | Business / Economic Indicators | Tabular | Classification | Sample Label | Public Records | Kaggle; Login Required | 100 | 2022 | Information not available |
| ToyADMOS dataset | Manufacturing & Production | Industrial Machines | Time Series; Audio | Anomaly Detection; Fault Diagnosis; Condition Monitoring | Sample Label; Class Label | Real Lab / Testbed | Repository; Zenodo / Dataverse | 12,000 samples | 2019 | Information not available |
| ToyADMOS2 dataset: Another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions | Manufacturing & Production | Industrial Machines | Time Series; Audio | Anomaly Detection; Fault Diagnosis; Condition Monitoring | Sample Label; Class Label | Real Lab / Testbed | Repository | 27 k samples | 2021 | Information not available |
| Turbofan engine degradation simulation data set | Aerospace & Defense | Turbines / Engines | Time Series | Regression; RUL / Prognostics; Simulation / Control | RUL Label; Scalar Target | Simulation | Competition | Information not available | 2010 | Information not available |
| Turning Dataset for Chatter Diagnosis | Manufacturing & Production | CNC / Machining | Time Series; Audio; Vibration | Classification | Sample Label; Class Label | Real Production / Field | Mendeley Data | Information not available | 2019 | Information not available |
| U.S. Crude Oil Imports | Oil & Gas; Energy & Power; Business & Economics | Business / Economic Indicators | Time Series | Regression; Forecasting | Scalar Target | Public Records | Kaggle; Login Required | Information not available | 2024 | Information not available |
| UK-DALE dataset | Energy & Power; Buildings & Appliances | Power Grid / Plants; Buildings / Appliances | Time Series | Classification; Regression; Energy Optimization | Sample Label; Class Label; Scalar Target | Real Production / Field | Repository | Information not available | 2017 | CC BY |
| Urban Land Cover | Materials & Metrology | Materials / Chemistry | Image; Geospatial / Remote Sensing | Classification; Benchmark Suite | Sample Label; Class Label | Remote Sensing | UCI | 168 | 2014 | Information not available |
| Vehicle Manufacturing Dataset | Transportation & Mobility; Manufacturing & Production | General Manufacturing | Tabular | Classification; Regression; Quality Prediction; Process Monitoring | Sample Label; Class Label; Scalar Target | Mixed | Unavailable / Broken | Information not available | 2023 | Information not available |
| Versatile Production System | Manufacturing & Production | General Manufacturing | Time Series | Anomaly Detection; Predictive Maintenance; Condition Monitoring | Sample Label; Class Label | Real Production / Field | Kaggle; Login Required | Information not available | 2018 | Information not available |
| VisA | Electronics & Semiconductor; Manufacturing & Production | PCB / Electronics | Image | Anomaly Detection; Anomaly Localization; Defect Segmentation; Quality Prediction | Sample Label; Class Label; Pixel Mask | Real Production / Field | Repository | 10821 images (9621 normal; 1200 anomalous) across 12 subsets | 2022 | CC BY |
| Water Distribution (WADI) Dataset | Cyber-Physical Security; Water & Utilities; Infrastructure & Civil | Water Treatment / Distribution; SCADA / ICS | Time Series | Cyberattack Detection; Anomaly Detection; Process Monitoring | Time / Event Label; Sample Label; Fault Type Label | Real Lab / Testbed | Official Portal | Information not available | 2019 | Information not available |
| Wind Turbine Scada Dataset | Energy & Power | Turbines / Engines; Power Grid / Plants | Time Series | Regression | Scalar Target | Real Production / Field | Kaggle; Login Required | Approximately 15,000+ (estimated from available counts) | 2019 | Information not available |
| Wine Quality | Materials & Metrology | Materials / Chemistry | Tabular | Classification; Regression | Sample Label; Class Label; Scalar Target | Real Production / Field | UCI | 4898 | 2009 | Information not available |
| WM811K Wafer Maps | Electronics & Semiconductor; Manufacturing & Production | Semiconductor / Wafers | Image | Classification; Quality Prediction; Fault Diagnosis | Unlabeled; Sample Label; Class Label; Fault Type Label | Real Lab / Testbed | Kaggle; Login Required | 811,457 wafer maps total; 172,950 labeled across 9 classes; 638,507 unlabeled | 2014 | CC0 |
| XJTU-SY Bearing Datasets | Manufacturing & Production | Bearings | Time Series; Vibration | RUL / Prognostics | Fault Type Label; RUL Label | Real Lab / Testbed | Official Portal | Information not available | 2021 | Information not available |
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.
Thank you for helping improve this repository. To suggest a dataset, please open an issue under the "Enhancement" label in the Issues tab.
Before suggesting a dataset, please check that it is not already included in the catalog. In the issue, include:
- Dataset name.
- Official dataset page, repository, paper, or download link.
- Short description of the industrial domain and use case.
- Any known license, access restrictions, size, year, and annotation details.
Dataset additions are reviewed and incorporated into the repository metadata during catalog updates.