Chinese power line insulator dataset

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August undefined, 2024

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 … WebMar 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 …

Insulator Data Set - Chinese Power Line Insulator …

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 … WebFeb 7, 2024 · Power Line Insulators Dataset António Raimundo ; Pedro Sebastião ; Rosário Laureano ; Vítor Basto-Fernandes Insulator Data Set - Chinese Power Line … dutch minesweeper evaded japanese

Journal of Physics: Conference Series PAPER OPEN ACCESS …

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 … 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. WebMar 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. dutch mills park and ride madison

Methods of image recognition of overhead power line insulators …

Detection of Transmission Line Insulator Defects Based on an

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 … WebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. … dutch mills park and rideWebFeb 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. … in 000s means

"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), … " - Chinese power line insulator dataset

Chinese power line insulator dataset

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 … 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 …

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WebNov 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 … 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 …

WebSep 16, 2024 · The standard China power line insulator dataset (CPLID) [3] is used for model train-ing and testing in the paper. CPLID includes 248 images of self-explosion insulators and . 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 …

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 … WebJul 20, 2024 · Instructions: Chinese Power Line Insulator Datase. Submitted by Abdulla Lutfi. Use Cases. Submit a Dataset. Subscribe to IEEE DataPort.

WebMar 29, 2024 · Although several types of insulators are used in China, this paper only showed two main types of insulators: one type is the white ceramic insulator and the other is the dark red insulator. For the reason of lacking public electrical insulator dataset, all of the electrical insulators used in our experiment are from our team’s captured dataset.

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 … in 000s meaningWebJan 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. dutch minister defends trade links with chinaWebJul 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 … dutch minimum wage per ageWebNov 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, … in 009 cbmscWebApr 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 . in 01 cbmscWebutilized 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 ... in 005/2021 tce-piWebAug 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 … dutch mills cabinets