Chinese power line insulator dataset

Author: swhg

August undefined, 2024

WebApr 13, 2024 · Good datasets of specific transformer faults and conditions are difficult to acquire, particularly for partial discharge (PD) and multiple combination faults (including DT—a combination of the thermal and discharge faults), since they occur much less than more common faults. However, effects on internal insulation can be significant. WebApr 8, 2024 · (Chinese power line insulator dataset) provid ed by Tao [25], but many data from CPLID . do not have the real environment. Therefore, in this study the ID (insulator dataset) is .

Power Line Insulators - Alibaba

WebDec 10, 2024 · The dataset used in this experiment is based on the open-source Chinese Power Line Insulator Dataset (CBLID), and the dataset is expanded. The open-source Labellmg data annotation tool is used to annotate the dataset. The dataset is divided into two categories: N-insulator (normal insulator) and D-insulator (defective insulator), … WebThe original dataset used in this article is the Chinese Power Line Insulator Dataset (CPLID), which is an imbalanced dataset and includes only 3,808 insulator images. … optimo transport winterthur

(PDF) FINet: An Insulator Dataset and Detection

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 ... WebMar 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 to image backgrounds in public data sets, considering that the image background of the common data set CPLID (Chinese Power Line Insulator Dataset) is simple. 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 ... optimo technology

Transmission line defect detection based on feature enhancement …

ChunxiaQin/China-Power-Insulator-Dataset - Github

WebSep 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 … WebNormal power line insulators ensure the safe transmission of electricity. The defects of the insulator reduce the insulation, which may lead to the failure of power transmission systems. As unmanned aerial vehicles (UAVs) have developed rapidly, it is possible for workers to take and upload aerial images of insulators. Proposing a technology to … portland oregon stickersWebNov 1, 2024 · YOLOD and other benchmark models are evaluated on the public insulator dataset (Vieira-e Silva et al., 2024) which merges the Chinese Power Line Insulator Dataset (CPLID) (Tao et al., 2024) and the outdoor insulator dataset shared by Tomaszewski et al. (2024). Based on a variety of image augmentation methods such as … optimo style hat

"WebJan 16, 2024 · In this work, we used a portion of the open-source Chinese power line insulator dataset (CPLID) and added insulator and insulator defect image samples collected from across the Internet. The established dataset consisted of 1060 images. Among these, 641 images of normal insulators and 419 images of defective insulators … " - Chinese power line insulator dataset

Chinese power line insulator dataset

Detection of Transmission Line Insulator Defects Based on an

WebMar 24, 2024 · common aerial scenes than the aerial images in the dataset CP LID (Chinese Power Line Insulator Dataset) [54]. As shown in Fi gure 1, aerial images in dataset ‘CCIN_detec tion’ 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 …

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WebJan 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 … 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 …

WebFeb 15, 2024 · The current measures for image monitoring of icing overhead power lines rely on manual observation. ... and efficiency to improve power grid decision-making. Based on the icing monitoring data from China Southern Power Grid, this paper first proposes rules for insulator image data cleaning, classification, and annotation, establishing a … WebMar 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 …

WebSep 8, 2024 · This tended to cause large errors. In addition, there were relatively large differences between the priori box sizes of the insulators and their burst faults. To … WebAug 10, 2024 · current public insulator dataset Chinese Power Line Insulator . Dataset (CPLID) [23,24] in 2024 has 600 images of normal . insulators and 248 images of …

WebThis 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 ...

WebMay 2, 2024 · First of all, we collect 5000 aerial images in total, which are more diverse and contain more common aerial scenes compared with the images in CPLID (Chinese … optimocosy hr access atlanticWebMar 13, 2024 · CPLID is Chinese power line insulator dataset, including 600 images of normal insulators and 248 images of defective insulators. As there are unbalanced category targets in the dataset, we enhance the data using affine transformation, random noise, color jittering and brightness adjustment. optimold warringtonWebAbout power line insulators: Get industry-standard wire connectors for the job from the wholesale power line insulators variety at Alibaba.com. Each terminal connector is … optimo waterWebChunxiaQin/China-Power-Insulator-Dataset. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. main. Switch branches/tags. Branches Tags. Could not load … portland oregon state parksWebJan 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 … portland oregon stolen vehiclesWebFeb 7, 2024 · Power Line Insulators Dataset António Raimundo ; Pedro Sebastião ; Rosário Laureano ; Vítor Basto-Fernandes Insulator Data Set - Chinese Power Line … portland oregon store fixtures macadam aveWebMar 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 … optimod cooling wilde