Chinese power line insulator dataset
WebNov 12, 2024 · 3.2. Datasets and Implementation Details. The insulator datasets are acquired in two ways: the UAV data acquisition system and the Internet. Samples are enhanced by random rotation, mirroring, … WebMar 24, 2024 · Automatic inspection of insulators from high-voltage transmission lines is of paramount importance to the safety and reliable operation of the power grid. Due to …
Chinese power line insulator dataset
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WebJul 8, 2024 · 2.2 Chinese Power Line Insulator Dataset. Because insulator data sets are largely unpublished, we choose a public insulator used by Tao, Zhang et al. (2024). It is … WebJul 29, 2024 · The reliability of the insulator has directly affected the stable operation of electric power system. The detection of defective insulators has always been an important issue in smart grid systems. However, the traditional transmission line detection method has low accuracy and poor real-time performance. We present an insulator defect detection …
This dataset is divided into two part: Normal_Insulators contains the normal insulators capture by UAVs. The number of the normal insulator images is 600. Defective_Insulators contains the insulators with defect. The number of the defective insulator images is 248. Since we don't have too much defective insulators, the data augmentation method ... WebFeb 11, 2024 · title = {Insulator Data Set - Chinese Power Line Insulator Dataset (CPLID)}, year = {2024} } RIS TY - DATA T1 - Insulator Data Set - Chinese Power Line …
WebJan 1, 2024 · The CPLID dataset is the Chinese Power Line Insulator Dataset. It consists of aerial images, providing 600 images representing normal insulators, and of 248 synthetic images of defective insulator (e.g. missing cap). In all the images, insulators are labelled. Webutilized to process and extract insulators from the video/image [3] and also to pinpoint defects [4] on the insulators. Images of the insulators taken from the power distribution lines using high quality video cameras, at regular time intervals can be sent to the control room using remote terminal units (RTUs) [5] or UAVs [6] for further ...
WebDefective insulators seriously threaten the safe operation of transmission lines. This paper proposes an insulator defect detection method based on an improved YOLOv4 algorithm. An insulator image sample set was established according to the aerial images from the power grid and the public dataset on the Internet, combining with the image …
WebDataset created for the Power Line Insulators Inspection Detections. This dataset contains 600 images of normal insulators captured by UAVs in China from the Power … fnaf unwithered animatronics blender modelsWebSep 23, 2024 · The current datasets publicly applied to deep learning models do not contain insulator images of the transmission lines, and there is no specialized dataset for aerial … green tea and vitamin e tonerWebMar 2, 2024 · Therefore, we propose a novel GANs-based image generation model to be used for the critical components of power lines. However, to solve the problems related … green tea and vitamin c for weight lossWebJan 28, 2024 · This paper proposes a novel defect detection method based on YOLOv5 for insulators of power transmission line. First, in order to solve the problem of dataset richness, the insulator defect dataset is enhanced and annotated. Then the data in the defect dataset is converted into a unified format and input into YOLOv5 network for training. fnaf unwithered foxyWebJan 1, 2024 · Insulator fault in the transmission lines is a main factor of power transmission accident. The images captured from aerial inspection can be utilized to detect the fault of … fnaf unwithered animatronics gmodWebNov 1, 2024 · However, the experimental data were poor. Liu et al. [25] used an improved YOLOv3 to identify and locate insulators and defects in the publicly available Chinese power line insulator dataset (CPLID) [18]. Most studies only provide a method to detect a specific dataset. However, object detection and analysis of the offline videos do not exist. green tea and warfarinWebDec 5, 2024 · Routine inspection of a power line insulator system for early problem detection and maintenance is required for the effective transmission of electrical power to customers. Unlike the traditional manual inspection methods such as foot patrol, helicopter assisted methods, flying and climbing robots are time consuming, dangerous, labor … fnaf unwithered animatronics game