Chinese power line insulator 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 … 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 .
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 Because insulator data sets are largely unpublished, we choose a public insulator used by Tao, Zhang et al.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 … 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, …
WebFeb 7, 2024 · Power Line Insulators Dataset António Raimundo ; Pedro Sebastião ; Rosário Laureano ; Vítor Basto-Fernandes Insulator Data Set - Chinese Power Line … 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 …
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), … 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.
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 …
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. … how to calculate gcv of fuelWebJan 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 … mg 6800 cannon printer downloadWebJan 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. m g5 blue round pillWebMar 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. how to calculate gcv valueWebDec 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 … how to calculate gd2 value of fanWebJul 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 … mg6820 black ink cartridgeWebNormal 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 … how to calculate gd2 value