Exploration on automatic identification algorithm of transmission line mountain fire based on image recognition technology

被引:0
作者
He W. [1 ]
Chen W. [1 ]
Wang Y. [2 ]
Liu Y. [1 ]
Wang S. [1 ]
机构
[1] State Grid Guoluo Power Supply Company, Qinghai, Guoluo
[2] Data Operation Center of Information and Communication Company of State Grid Qinghai Electric Power Company, Qinghai, Xining
来源
International Journal of Thermofluids | 2023年 / 20卷
关键词
Automatic recognition algorithm; Image feature extraction; Image recognition technology; Satellite meteorological data; Transmission line;
D O I
10.1016/j.ijft.2023.100494
中图分类号
学科分类号
摘要
In recent years, many places have experienced frequent mountain fires, which have become one of the main disasters in the operation of power transmission lines. However, traditional manual inspection and video monitoring methods can only detect a small amount of mountain fires, and require a large amount of manpower and material resources. In this paper, image recognition technology was used to study the automatic identification algorithm of transmission line mountain fires, and image recognition technology was used to denoise the extracted images. After that, feature extraction was performed on the successfully denoised image, and the image was enhanced to improve the clarity of the image and prepare for improving the recognition accuracy of mountain fires. Through experiments, it can be found that using image recognition technology to identify mountain fires not only has high accuracy and recognition speed, but also has a lower error rate compared to using satellite meteorological data. The recognition accuracy of image recognition technology was above 95 %, while the recognition accuracy of using satellite meteorological data was below 92 %. © 2023
引用
收藏
相关论文
共 50 条
  • [31] Target Detection in Infrared Image of Transmission Line Based on Faster-RCNN
    Yan, Shifeng
    Chen, Peipei
    Liang, Shili
    Zhang, Lei
    Li, Xiuping
    ADVANCED DATA MINING AND APPLICATIONS, ADMA 2021, PT II, 2022, 13088 : 276 - 287
  • [32] Automatic Recognition of Insulator from UAV Infrared Image Based on Periodic Textural Feature
    Peng X.
    Liang F.
    Qian J.
    Yang B.
    Chen C.
    Zheng X.
    Gaodianya Jishu/High Voltage Engineering, 2019, 45 (03): : 922 - 928
  • [33] Transmission Line Monitoring Technology Based on Compressed Sensing Wireless Sensor Network
    Yin, Shuling
    Yu, Renping
    Wang, Longzhi
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2024, 15 (04) : 191 - 199
  • [34] Transmission Line Galloping Image Monitoring System Based on Digital Signal Processor
    Ren, Hai Peng
    Ma, Zhan Feng
    THIRD INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2011), 2011, 8009
  • [35] New wiring strategy and Intelligent automatic test Technology of 500kV transmission line protection devices
    Yan, Siwei
    Luo, Chunfeng
    2014 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO (ITEC) ASIA-PACIFIC 2014, 2014,
  • [36] Abnormal target detection method of transmission line flaw detection robot based on X-ray image feature segmentation algorithm
    Wang, Fangfang
    Tan, Xinghua
    Chen, Ruibin
    Feng, Xin
    Sun, Peng
    PROCEEDINGS OF 2024 INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND ARTIFICIAL INTELLIGENCE, PEAI 2024, 2024, : 532 - 537
  • [37] Application Research of Intelligent Building Security System Based on Image Recognition Technology
    Qi, Ren
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY (FMSMT 2017), 2017, 130 : 203 - 206
  • [38] Image recognition technology in rotating machinery fault diagnosis based on artificial immune
    Zhu Dachang
    Feng Yanping
    Chen Qiang
    Cai Jinbao
    SMART STRUCTURES AND SYSTEMS, 2010, 6 (04) : 389 - 403
  • [39] Transmission line fault identification method based on Gramian angular field and ResNet
    Zhao Q.
    Wang J.
    Lin F.
    Chen J.
    Nan D.
    Ouyang J.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2024, 52 (10): : 95 - 104
  • [40] Foreign Objects Identification of Transmission Line Based on Improved YOLOv7
    Yu, Chenhui
    Liu, Yakui
    Zhang, Wanru
    Zhang, Xue
    Zhang, Yuhan
    Jiang, Xing
    IEEE ACCESS, 2023, 11 : 51997 - 52008