GitHub - jonathanwvd/awesome-industrial-datasets: A curated collection of public industrial datasets.

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