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

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 a...

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Published inInternational Journal of Thermofluids Vol. 20; p. 100494
Main Authors He, Wei, Chen, Wenjun, Wang, Yulin, Liu, Yu, Wang, Shenghong
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.11.2023
Elsevier
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ISSN2666-2027
2666-2027
DOI10.1016/j.ijft.2023.100494

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Abstract 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 %.
AbstractList 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 %.
ArticleNumber 100494
Author Wang, Yulin
Liu, Yu
He, Wei
Wang, Shenghong
Chen, Wenjun
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10.3233/JIFS-201614
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10.1109/TIP.2018.2810539
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Keywords Satellite meteorological data
Automatic recognition algorithm
Transmission line
Image feature extraction
Image recognition technology
Language English
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Snippet In recent years, many places have experienced frequent mountain fires, which have become one of the main disasters in the operation of power transmission...
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StartPage 100494
SubjectTerms Automatic recognition algorithm
Image feature extraction
Image recognition technology
Satellite meteorological data
Transmission line
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Title Exploration on automatic identification algorithm of transmission line mountain fire based on image recognition technology
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