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Detection of power line insulator

WebJan 28, 2024 · Insulators are widely used in power transmission lines. They need to go through defect detection before being used on site. The traditional method is through manual detection, which is inefficient and costly. This paper proposes a novel defect detection method based on YOLOv5 for insulators of power transmission line.

Improved Algorithm for Insulator and Its Defect Detection Based …

WebAiming at the problem of the missed detection and misjudgment of the original feature extraction network VGG16 of a faster region-convolutional neural network (R-CNN) in the face of insulators of different sizes, in order to improve the accuracy of insulators' detection on power transmission lines, an improved faster R-CNN algorithm is proposed. WebSep 7, 2024 · Insulators are basic parts of high-voltage transmission, and detecting faults of insulators is a critical task. Most state-of-the-art methods contain two or more stages, including insulator detection and defect locating. Some also involve hand-designed components to improve the performance due to the complicated and misleading … pas de mots lynda lemay https://emmainghamtravel.com

Study on Power Line Insulator Defect Detection via Improved …

WebMay 17, 2024 · Aerial images have complex backgrounds, small targets, and overlapping targets, resulting in low accuracy of intelligent detection of overhead line insulators. This paper proposes an improved algorithm for insulator breakage detection based on YOLOv5: The ECA-Net (Efficient Channel Attention Network) attention mechanism is … WebFeb 2, 2024 · Accurate and timely detection of insulator flashover on power transmission lines is of paramount importance to power utilities. Most available solutions mainly focus on the exploitation of the flashover mechanism or the discharge area detection, rather than the identification of a damaged area due to flashovers using captured aerial images. To this … WebOct 14, 2024 · Detection of Power Line Insulator Defects Using Aerial Images Analyzed With Convolutional Neural Networks Abstract: As the failure of power line insulators leads to the failure of power transmission systems, an insulator inspection system based on an … silhouette art lessons

Study on Power Line Insulator Defect Detection via Improved …

Category:Research on insulator defect detection algorithm of transmission line …

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Detection of power line insulator

Sensors Free Full-Text Fault Detection in Power Equipment via …

WebNov 5, 2024 · 3.3. Fault Detection Based on Regional Insulator. To detect fault insulators, the obtained image including insulator areas as shown in Figure 2 is multiplied with the original image, which is able to remove the complex background such as the pole and tower line in the original image. The result is simpler than the original image and it is … WebNov 1, 2024 · A dataset for power line inspection scenes, named RSIn-Dataset, using mainstream object detection methods to build a benchmark, providing reference for insulator detection and an improved YoloV4++ is proposed, to address the problem of detection inefficiency caused by large model parameters. Expand

Detection of power line insulator

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WebJan 1, 2014 · An algorithm for detection of insulators based on local circular descriptor method has been introduced by [9] for deriving the main points and grouping them with k … WebApr 16, 2024 · Detection of Power Line Insulator Based on Enhanced YOLO Model Abstract: As a special insulation device, insulators play an important role in aerial …

WebDOI: 10.3390/a15030083 Corpus ID: 247213610; Detection of Insulators on Power Transmission Line Based on an Improved Faster Region-Convolutional Neural Network @article{Hu2024DetectionOI, title={Detection of Insulators on Power Transmission Line Based on an Improved Faster Region-Convolutional Neural Network}, author={Hai Hu … WebJan 1, 2024 · The insulator detection network and the classification network precisions of the proposed method have reached 0.95 and 0.98 using the text dataset, respectively. …

Web8 rows · Power lines insulator defect detection results in different scene. each column shows ... WebMar 22, 2024 · Proper maintenance of the electricity infrastructure requires periodic condition inspections of power line insulators, which can be subjected to various damages such as burns or fractures. The article includes an introduction to the problem of insulator detection and a description of various currently used methods. Afterwards, the authors …

WebThe method described here details the detection of power line insulators in digital images featuring diversified backgrounds using laser spots. The algorithm of detecting an insulator in analysed images is based on testing the digital signal of pixel intensity profiles read between subsequent pairs of laser points in the image. ...

WebUsing artificial intelligence technology to realize intelligent detection and monitoring of transmission lines is one of the key technologies in the construction of new power system. This paper introduces the target detection of transmission channel based on deep learning method. The deep learning method has the advantages of little influence of super … silhouette avec parapluieWebSep 13, 2024 · 4 Method of detecting power line insulators in digital images with the application of laser spots. The process of detecting an insulator in the analysed digital … pas de son avec la caméraWebJun 7, 2024 · With the rapid growth of high-voltage transmission lines, the number of power transmission line equipments is correspondingly increasing. Power insulator is the basic component which plays the key role in the stable operation of power system. As a common defect of power insulators, missing-cap issue will affect the structural strength and … pas de calais habitat béthune grand placeWebThe main goal of video-based power line insulators diagnosis is the reduction of failure risk by: • controlling the construction of the power line (detection of assembling errors, … pas de pitié pour les cavesWebMachine learning based on hand-crafted features from the original aerial insulator image has shown promising results in the insulator defect detection in recent years. Such methodologies, nevertheless, are not suitable for detecting insulator defect in complex backgrounds, which intrinsically relies on sufficient prior knowledge, low background … silhouette balanceWebAug 18, 2024 · Aerial insulator defect images have some features. For instance, the complex background and small target of defects would make it difficult to detect insulator defects quickly and accurately. To solve the problem of low accuracy of insulator defect detection, this paper concerns the shortcomings of IoU and the sensitivity of small … silhouette ballet dancerWebThe experiment results show that the proposed method for power lines insulator defect detection with Attention Feedback and Double Spatial Pyramid can achieve Precision of 98.9%, Recall of 99.5%, F1-score of 99.0%, and reaches mAP of 97.1%. In complex background images, the method not only can detect insulator defects, but also identify … pas de printemps pour marnie wiki