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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 … 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 …

Transfer Learning based Condition Assessment of High Voltage …

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 ... 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, … iphone cannot restore backup icloud https://ptjobsglobal.com

Research on Edge Detection Model of Insulators and Defects …

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 … WebDec 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 … WebJul 20, 2024 · Instructions: Chinese Power Line Insulator Datase. Submitted by Abdulla Lutfi. Use Cases. Submit a Dataset. Subscribe to IEEE DataPort. iphone can\u0027t find fitbit device

(PDF) The High-Precision Detection Method for …

Category:Data analysis in visual power line inspection: An in-depth review …

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Chinese power line insulator dataset

Uncertainty-aware accurate insulator fault detection based on an ...

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), … 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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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 … 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 …

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 …

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 … 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 …

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.

WebNov 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. iphone cannot textWebThe 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. … iphone can\u0027t edit files in icloud driveThis 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 ... iphone can only make sos callsWebChunxiaQin/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 … iphone can\u0027t connect to internet through lteWebInsulator Data Set - Chinese Power Line Insulator Dataset (CPLID) Provide normal insulator images captured by UAVs and synthetic defective insulator images. … iphone can\u0027t send mailWebThe 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. Therefore, a random image ... iphone cannot verify server identity emailWebApr 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. iphone can\u0027t backup to icloud