Intelligent patrol terminal of transmission line based on AI chip accelerated calculation
With the rapid development of artificial intelligence and information recognition technology, the edge intelligent terminal based on AI chip provides a new way for power patrol. AI chips have become one of the most important components in edge intelligent terminals. However, there are many types of...
| Main Authors: | , , , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2023-04-01
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| Series: | Energy Reports |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352484723002196 |
| _version_ | 1797821583471935488 |
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| author | Yadi Zhang Jian Li Wencheng Sun Jie Zhang Yuhui Peng Zhao Chen Xianfeng Zheng Liwen Peng |
| author_facet | Yadi Zhang Jian Li Wencheng Sun Jie Zhang Yuhui Peng Zhao Chen Xianfeng Zheng Liwen Peng |
| author_sort | Yadi Zhang |
| collection | DOAJ |
| description | With the rapid development of artificial intelligence and information recognition technology, the edge intelligent terminal based on AI chip provides a new way for power patrol. AI chips have become one of the most important components in edge intelligent terminals. However, there are many types of AI chips, and it is particularly important to select appropriate AI chips for application scenarios. Due to the limited computing power of the edge side AI chip, to ensure the real-time performance of the patrol task, it is necessary to research the edge side inference acceleration processing technology. First of all, the parameters and characteristics of various AI chips are analyzed in detail to provide reference for chip selection in different application scenarios. Secondly, a basic framework of power intelligent patrol terminal based on AI chip is proposed, which includes hardware component and software component. Then, in order to transplant the neural network model on the server side to the intelligent patrol terminal, the edge side inference acceleration processing technology is analyzed in detail, specifically the neural network acceleration and compression method and the inference acceleration technology based on TensorRT. Finally, in order to prove the feasibility and effectiveness of the whole scheme, an intelligent patrol terminal applied to the visual defect recognition for transmission lines has been developed and tested. |
| first_indexed | 2024-03-13T09:54:53Z |
| format | Article |
| id | doaj.art-b789830faa4d4910904a96005e1239c7 |
| institution | Directory Open Access Journal |
| issn | 2352-4847 |
| language | English |
| last_indexed | 2024-03-13T09:54:53Z |
| publishDate | 2023-04-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Energy Reports |
| spelling | doaj.art-b789830faa4d4910904a96005e1239c72023-05-24T04:20:32ZengElsevierEnergy Reports2352-48472023-04-019190198Intelligent patrol terminal of transmission line based on AI chip accelerated calculationYadi Zhang0Jian Li1Wencheng Sun2Jie Zhang3Yuhui Peng4Zhao Chen5Xianfeng Zheng6Liwen Peng7Southwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSouthwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSouthwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSouthwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSouthwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSouthwest Branch of State Grid Corporation of China, Chengdu 610041, ChinaSchool of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China; Corresponding author.School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, ChinaWith the rapid development of artificial intelligence and information recognition technology, the edge intelligent terminal based on AI chip provides a new way for power patrol. AI chips have become one of the most important components in edge intelligent terminals. However, there are many types of AI chips, and it is particularly important to select appropriate AI chips for application scenarios. Due to the limited computing power of the edge side AI chip, to ensure the real-time performance of the patrol task, it is necessary to research the edge side inference acceleration processing technology. First of all, the parameters and characteristics of various AI chips are analyzed in detail to provide reference for chip selection in different application scenarios. Secondly, a basic framework of power intelligent patrol terminal based on AI chip is proposed, which includes hardware component and software component. Then, in order to transplant the neural network model on the server side to the intelligent patrol terminal, the edge side inference acceleration processing technology is analyzed in detail, specifically the neural network acceleration and compression method and the inference acceleration technology based on TensorRT. Finally, in order to prove the feasibility and effectiveness of the whole scheme, an intelligent patrol terminal applied to the visual defect recognition for transmission lines has been developed and tested.http://www.sciencedirect.com/science/article/pii/S2352484723002196AI chipEdge computingTransmission lineIntelligent patrol terminalModel compression |
| spellingShingle | Yadi Zhang Jian Li Wencheng Sun Jie Zhang Yuhui Peng Zhao Chen Xianfeng Zheng Liwen Peng Intelligent patrol terminal of transmission line based on AI chip accelerated calculation Energy Reports AI chip Edge computing Transmission line Intelligent patrol terminal Model compression |
| title | Intelligent patrol terminal of transmission line based on AI chip accelerated calculation |
| title_full | Intelligent patrol terminal of transmission line based on AI chip accelerated calculation |
| title_fullStr | Intelligent patrol terminal of transmission line based on AI chip accelerated calculation |
| title_full_unstemmed | Intelligent patrol terminal of transmission line based on AI chip accelerated calculation |
| title_short | Intelligent patrol terminal of transmission line based on AI chip accelerated calculation |
| title_sort | intelligent patrol terminal of transmission line based on ai chip accelerated calculation |
| topic | AI chip Edge computing Transmission line Intelligent patrol terminal Model compression |
| url | http://www.sciencedirect.com/science/article/pii/S2352484723002196 |
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