Detection of power line insulator
WebSep 8, 2024 · Insulators play an important role in the operation of outdoor high-voltage transmission lines. However, insulators are installed in outdoor environments for long periods and thus failures are inevitable. It is necessary to conduct timely insulator inspection and maintenance. In this paper, an improved Yolov3 target detection network … 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.
Detection of power line insulator
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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 … WebOct 1, 2024 · Insulators are one of the critical components of high-altitude transmission lines. Insulator defects can lead to the failure of the power transmission system and …
WebDec 21, 2024 · Object detection-based inspection of power line insulators: Incipient fault detection in the low data-regime. Deep learning-based object detection is a powerful … 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
WebMar 2, 2024 · With the aim of improving the image quality of the crucial components of transmission lines taken by unmanned aerial vehicles (UAV), a priori work on the defective fault location of high-voltage transmission lines has attracted great attention from researchers in the UAV field. In recent years, generative adversarial nets (GAN) have … 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 …
WebWith these strategies, the proposed model reduces the influence of background interference and becomes more discriminative to the insulator defects. Extensive experiments on …
WebThis paper presents a novel video surveillance system for detecting snow coverage on electric insulators and swing angles of insulators using videos from a remote outdoor … can i use 30w charger for 25w phoneWebJan 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. can i use 304 ink instead of 305WebAutomatic Insulator Detection for Power Line Using Aerial Images Powered by Convolutional Neural Networks. The inspection and fault diagnosis of power transmission … five nights at freddy\\u0027s ultimate custom nightWebSep 30, 2024 · A robust insulator detection algorithm based on local features and spatial orders for aerial images. IEEE Geosci. Remote Sens. Lett. 12(5), 963–967 (2014) CrossRef Google Scholar Tao, X., Zhang, D., Wang, Z., et al.: Detection of power line insulator defects using aerial images analyzed with convolutional neural networks. can i use 30 second outdoor cleaner insideWebNov 9, 2024 · Besides insulator detection, deep learning methods could be used to detect insulator defects, which could be divided into two types: two-stage and single-stage, regardless of the backbone used. ... Z., Xu, G., Qi, Y., Liu, N., Zhang, T.: Multi-patch deep features for power line insulator status classification from aerial images. In: … can i use 30 developer with tonerWebThe 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 … can i use 3200 ram with 2933WebJan 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 … can i use 30w port for 15w camera