Electrical related image datasets and load datasets are as follows (including defect detection and classification):
1. Transmission line inspection bird's nest detection image dataset (including labels)
Download address : Transmission Line Bird's Nest Image Dataset (200 images with VOC labels)
2. Detection image data set of power fittings related to transmission lines
Download address: Transmission line power fittings data set (more than 2k images, including labels)
3. The voltage and current data of a user's electric meter for two years
Download address: Meter voltage and current data (ammeter records of a user for 2 years)
4. Infrared images and visible light images of transmission lines
Download address: Infrared images and visible light images of power transmission lines
5. Research simulation model of three-phase photovoltaic system under grid fault (matlab)
Download address: Three-phase photovoltaic simulation model under grid fault
6. Transmission line UAV inspection image dataset
Download address: UAV inspection image data set for transmission lines
7. Substation component defect detection data set
Download address: Substation Component Defect Detection Dataset
8.66kV Substation Insulator Detection Image Dataset
Download address: 66kV substation insulator detection data set
9. Data set of power load in a certain region in 2017-19
Download address: 17-19 year power load data set in a certain area
10. Substation Remote Sensing Image Target Detection Dataset
Download address: Substation Remote Sensing Image Target Detection Dataset
11. Single-phase dry-type transformer infrared image dataset
Download address: Single-phase dry-type transformer infrared image dataset
12. Power system fault classification model based on machine learning (matlab simulation)
Download address: Power system fault classification and prediction model based on machine learning
13. Transmission line tower detection data set (including labels)
Download address: Transmission Line Tower Detection Dataset
14. Transmission line insulator infrared image dataset (with labels)
Download address: Transmission line insulator infrared image data set (100 images, including labels)
15. Transmission line anti-external damage image data set (including labels)
Download address: Transmission line anti-external damage image data set
16. Steel surface defect image dataset (with labels)
Download address: Image Dataset for Steel Surface Defect Detection
17. PCB circuit board defect detection image data set (including labels)
Download address: PCB circuit board defect detection image data set (more than 600 images, including labels)
18. Substation Instrument Detection Image Dataset
Download address: Substation Instrument Detection Image Dataset
19. Transmission line glass insulator image dataset
Download address: Transmission line glass insulator image dataset
20. 2010-2018 heat and power consumption data set of a residential area
Download address: 2010-2018 electricity and heat consumption data of a residential area
21. Power load forecasting (power consumption, temperature and humidity, wind speed, rainfall, 15 minutes a group)
Download URL: Electric Load Forecasting
22. Photovoltaic cell anomaly detection image data set, data set content: single crystal and polycrystalline photovoltaic cells. Anomalies are divided into two categories, scratches and failure areas (including labels)
Download address: Photovoltaic Panel Abnormal Detection
23. Detection image data set of electrical equipment around the railway (including labels)
Download address: Electrical equipment detection data set around the railway
24. Power system new energy power generation - wind power generation forecast data set
Download link: wind power generation forecast
25. Grid bus load forecasting data set
Download address: Electrical Bus Load Forecasting Dataset
26. Wind Power Forecasting Dataset, which contains various weather, turbine and rotor functions. Data has been recorded from January 2018 to March 2020. The reading interval is 10 minutes.
Download URL: Wind Power Forecasting Dataset
27. Abnormal sound diagnosis data set of motor
Download address: Motor abnormal sound intelligent diagnosis text data set (1000 motor data)
28. OCR meter detection data set (marking readings and meter labels, including labels)
Download address: OCR meter detection image data set
29. Power generation data of four German power generation companies in 2019
Download link: Power generation data of four German power generation companies in 2019
30. Data from two solar power plants in India
Download link: 34-day power generation data of two solar power plants in India
31. PJM electricity price data (2017)
Download link: PJM Electricity Price Dataset (2017)
32. Photovoltaic panel defect detection data set (including labels)
Download address: Photovoltaic panel defect detection data set
33. Transmission line insulator defect detection data set (breakage and discharge traces) (images in data sets 1-5 are different)
Download address (images in data 1-5 are different): data set 1 , data set 2 , data set 3 , data set 4 , data set 5
34. Power Grid Safety Construction-Helmet Detection Image Dataset (with labels)
Download address: Dataset 1 , Dataset 2 , Dataset 3
35. UAV inspection images of transmission lines
Download address: Transmission line UAV inspection image 1 , data set 2
36. Carbon fiber wire X-ray image defect classification data set (five classifications, self-test accuracy rate 97%)
Download address: X-ray image data set of carbon fiber wire
37. X-ray flaw detection image data set inside carbon fiber wire (1198 pieces)
Download address: X-ray flaw detection image data set inside carbon fiber wire
38. Detection and identification of power grid stealing user data, identification, electricity consumption data of 42,372 electricity customers within 1035 days from January 1, 2014 to October 31, 2016
Download address: Electricity Stealing User Detection Dataset
39. Substation instrument detection image dataset (VOC label)
Download address: Substation Instrument Detection Image Dataset
40. Electrical Correlation - Remote Sensing Image Dataset
Download address: Substation Remote Sensing Image Target Detection Dataset
41. Solar Cell String Object Detection Dataset
Download address: Solar battery string target detection data set
42. Transmission Line Semantic Segmentation Image Dataset (with Labels)
Download address: Transmission Line Semantic Segmentation Image Dataset
43. Photovoltaic panel cell solder joint positioning image data set (including labels)
Download address: Photovoltaic panel solar panel solder joint positioning data set
44. Induction Motor Infrared Image Dataset
Download address: Induction Motor Infrared Image Dataset (370 photos)
45. Transmission Line UAV Target Detection Dataset
Download address: Transmission line UAV target detection image dataset
46. UAV inspection image - wind turbine surface damage (YOLO label)
Download address: Wind Turbine Surface Defect Detection Dataset
47. New energy power plant operation data (photovoltaic, wind power generation, weather information and station installed capacity), new energy power generation forecast
Document overview:
48. Insulator Hydrophobic Grade Recognition Image Dataset
Dataset 1 (more than 200) image examples:
Dataset 1 download link: Insulator Hydrophobic Grade Recognition Image Dataset 1
Dataset 2 (more than 600 images per class) example images:
Dataset 2 download link: Insulator Hydrophobic Grade Recognition Image Dataset 2
49. Power Plant Remote Damage Detection Image Dataset for Hot Solar, Big Solar, Small Solar, Wind Turbine Image Datasets (Drone Imagery, with VOC Tags)
Dataset overview:
50. Wind power generation forecast (more than 28,000 training sets, more than 12,000 test sets)
Feature amount:
Fan id, date and time, wind speed (m/s), atmospheric temperature (° c), shaft temperature (° c), blade angle (° c), gearbox temperature (° c), engine temperature (° c), motor Torque (Nm), generator temperature (° c), atmospheric pressure (Pascal), area temperature (° c), windmill body temperature (° c), wind direction (° c), resistance (ohm), rotor torque (Nm), state, cloud height, blade length (m), windmill height (m)
Dataset overview:
Download address: wind power generation forecast data set
51. Identification and cleaning of abnormal photovoltaic power generation data (a total of 262,134 pieces of data, with a time interval of 5 minutes)
termNum: period number; distNum: block number; blockNum: square array number; Time: measuring point time; powerNum: inverter number; Power: active power value;
Data overview:
Download address: Photovoltaic Power Abnormal Data Identification and Cleaning
52. Real-time operation data set of wind turbines in a wind farm (the real-time data of a certain fan in a wind farm in 2018, a total of 51092 records, the first record is the title, and each record has 38 columns)
Data overview:
Download link: Wind farm wind turbine real-time operation data set
53. 30-node grid optimal power flow calculation data (including data description)
Download address: 30-node optimal power flow calculation data
54. Electrical instrumentation, electric meter detection, meter detection image data set (including VOC tags, more than 3000 images)
Image example:
Download address: Electric instrument, electric meter detection, meter detection image data set (including VOC tags, more than 3000 images,
55. Segmented image data set of transmission line towers and wires (including segmentation labels, 1242 images), transmission line inspection image data.
Dataset overview:
Download address: Transmission Line Tower Wire Segmentation Image Dataset
56. Image data set of low-voltage insulator defect detection in distribution network (including txt tags, more than 1w sheets, mainly for insulator damage defects)
Download address: Image Dataset for Defect Detection of Low-Voltage Insulators in Distribution Network
57. Transmission line insulator detection image data set (non-ordinary drone aerial perspective, VOC label, more than 160 original images, no expansion)
Download address: Transmission line insulator detection image data set
58. 2022 wind power forecast data set (more than 100 w pieces of data information (interval 10 minutes), more than 9 w pieces of data information (interval 15 minutes), including the source and detailed description of the data set)
Download link: 2022 Wind Power Generation Forecast Dataset
59. Power system short-term power load forecasting data set (time interval 1h, 4.8w multiple pieces of data) 2015-2020, the data set contains the explanation of each parameter
Dataset download address: Power system short-term power load forecasting data set
60. Power transmission line anti-external damage image dataset (1500 images, VOC label)
Download address (3 packages, each of which is different): Dataset 1 (500 images, VOC tags) of anti-damage images of power transmission lines ; Dataset 2 (500 images, VOC tags) of anti-damage images of power transmission lines ; Transmission line anti-external damage image dataset 3 (500 images, VOC labels)
61. Infrared image and visible light image fusion data set for transmission line inspection (including segmentation labels, more than 1700 images), visible light image, infrared grayscale image, one-to-one correspondence, can be used for image registration
Download address: Transmission line inspection infrared image and visible light image fusion data set
62. Power plant steam volume prediction text data (thermal power plant, more than 2,000 pieces of data, divided into training and testing)
Download link: Thermal Power Plant Steam Quantity Prediction Text Dataset
63. Power load forecast data set (128158 pieces of data, time interval 15min, including weather conditions, maximum temperature, minimum temperature, day and night wind, wind force, wind direction and other weather data)
64. Transformer oil temperature prediction text data set (multiple data of 12w, time interval of 15min)
Download address: Transformer oil temperature prediction text data set (more than 12w data, time interval 15min)
65. Photovoltaic power station operation and maintenance text dataset (photovoltaic power generation forecast, 17500 pieces of data)
Download address: Photovoltaic power station operation and maintenance text dataset (photovoltaic power generation forecast, 17500 pieces of data)
65. Image data set of internal insulating oil leakage detection of power equipment (more than 300 pieces of data, VOC label)
Download address: Image Dataset of Insulating Oil Leakage Detection Inside Power Equipment (more than 300 pieces of data, VOC labels)
66. Number of text data of analysis records of dissolved gas in cooling oil of 13 transformers in British power stations (2010-2015)
Download address: Number of text data of dissolved gas analysis records in cooling oil of 13 transformers in UK power stations (2010-2015)
67. Australian daily electricity price and demand text data (2015-2020)
date: datetime, the date recorded
Demand: float, total daily electricity demand (MWh)
RRP: Floating, suggested retail price is AUD$/MWh
demand_pos_RRP: float, positive total daily demand in Rh (MWh)
RRP_positive: Float, average positive RRP, weighted by corresponding intraday demand, in AUD$/MWh
demand_neg_RRP: float, the total daily demand is negative RRP in MWh
RRP_negative: Float, average negative RRP, weighted by corresponding day's demand, in AUD$/MWh
frac_at_neg_RRP: float, fraction of a day that demand trades at negative RRP
min_temperature: floating point, the minimum temperature during the day in degrees Celsius
max_temperature: floating point number, the maximum temperature of the day (degrees Celsius)
solar_exposure: float, total daily solar energy MJ/m^2
rainfall: float, daily rainfall in mm
school_day: Boolean, if the student is at school that day
Holiday: Boolean, if the day is a state or country holiday
Download link: Australian daily electricity price and demand text data (2015-2020)
68. 2002~2018PJM hourly power consumption text dataset (145366 rows of data, with obvious seasonal characteristics, the unit is MW)
Download address: 2002~2018PJM hourly power consumption text dataset (145366 rows of data, with obvious seasonal characteristics, the unit is MW)
69. Power load forecasting data set (2018.1-2020.12, interval 15min, more than 10w, including temperature, wind speed and other weather factors)
Download address: Power load forecasting data set (2018.1-2020.12, interval 15min, more than 10w, including temperature, wind speed and other weather factors)
70. Wind power forecast data (2-year power generation data of 25 wind turbines in two wind farms, with a time interval of 30 minutes, including weather characteristics such as wind speed, wind direction, and external temperature)
Download address: wind power forecast data (two-year power generation data of 25 wind turbines in two wind farms, with a time interval of 30 minutes, including weather characteristics such as wind speed, wind direction, and external temperature) 71. Infrared image data set of substation power equipment ( 101 Zhang, including temperature measurement information)
Download address: Substation power equipment infrared image data set (101 pieces, including temperature measurement information)
72. Transmission line insulator detection infrared image dataset (VOC label, more than 900 images)
Download address: Transmission line insulator detection infrared image dataset (VOC tags, more than 900 images)
73. Image dataset of power transmission line UAV distribution network inspection (80G size data, several w images, no labels)
Download address: Transmission line UAV distribution network inspection image dataset (80G size data, a few w images, no labels, network disk download link)
74. Detection of safety operation behavior codes in power grid substations - insulated gloves wearing detection image data set (VOC, YOLO two types of labels, six types of targets)
Download address (divided into four packages): Dataset 1 (600 images) ; Dataset 2 (600 images) ; Dataset 3 (700 images) ; Dataset 4 (700 images)
75. Standard detection of high-altitude operations in power grid substations - safety rope, safety belt wearing detection image data set (voc, yolo two types of labels)
Download address (divided into four different packages): Dataset 1 ; Dataset 2 ; Dataset 3 ; Dataset 4