RETRACTED: Image Analysis Method of Substation Equipment Based on Convolutional Neural Network (Retracted Article)

被引:0
|
作者
Zhang, Jingjing [1 ]
Liu, Yuxin [1 ]
Yuan, Lin [2 ]
Jia, Haowei [3 ]
机构
[1] Zhenghzou Railway Vocat & Tech Coll, Sch Elect Engn, Zhengzhou 450052, Peoples R China
[2] China Railway Beijing Grp Co Ltd, Beijing Inst Sci & Technol, Beijing 100081, Peoples R China
[3] China Railway Zhengzhou Grp Co Ltd, Zhengzhou East High Speed Rail Infrastruct Sect, Power Supply Maintenance Technol Ctr, Zhengzhou 450052, Peoples R China
关键词
FEATURE-EXTRACTION;
D O I
10.1155/2022/1718514
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the continuous development of computer technology to promote the continuous progress of substation automation technology, the current substation equipment is diverse and there are many interferences, making the accuracy of the image processing algorithm to be low, and there is a lack of a complete automatic processing system. Convolutional neural networks (CNNs) are one of the most important breakthroughs in artificial intelligence in the last decade, especially in the field of image recognition, and have made important research achievements. In this study, we apply CNNs to substation equipment image processing, a method that performs feature extraction for recognition through substation equipment images. The research focuses on the expansion of the image sample set, the automatic training method based on recognition rate, and the voting strategy based on integrated learning, which not only improves the training efficiency of the model but also increases the recognition rate, and the proposed method is of high practicality.
引用
收藏
页数:10
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