UAV-based pipeline inspection system with Swin Transformer for the EAST | |
Yu, Chao3,4; Yang, Yang2,3; Cheng, Yong3; Wang, Zheng1; Shi, Mingming3,4; Yao, Zhixin3,4 | |
刊名 | FUSION ENGINEERING AND DESIGN |
2022-11-01 | |
卷号 | 184 |
关键词 | EAST Pipeline inspection UAV Swin Transformer |
ISSN号 | 0920-3796 |
DOI | 10.1016/j.fusengdes.2022.113277 |
通讯作者 | Yang, Yang(yangyang@ipp.ac.cn) |
英文摘要 | The regular inspection of pipelines is not only a requirement to ensure the stable operation of the EAST, but also a strict safety regulation to decrease the probability of accidents caused by gas or liquid leakage. The main issues facing manual inspection are the length of the pipeline, inaccessible areas, and hazardous scenarios, which makes this task extremely difficult and time-consuming. This paper proposes a UAV inspection system for pipeline inspection missions. Loose bolts within a given pipeline are used as detection objects during experimentation to create a dataset and conduct further analysis on the accuracy of the loose-bolt detection with Swin Transformer. The results verify the effectiveness and accuracy of the UAV pipeline inspection system in terms of loose-bolt detection. The UAV inspection system proposed in this study can provide useful reference value and guidance for the regular inspection of the EAST or other pipeline inspection missions. |
资助项目 | University Synergy Innovation Pro- gram of Anhui Province[GXXT-2020-010] ; Comprehensive Research Facility for Fusion Technology Program of China[2018-000052-73-01-001228] |
WOS关键词 | CONCEPTUAL DESIGN |
WOS研究方向 | Nuclear Science & Technology |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE SA |
WOS记录号 | WOS:000860331600002 |
资助机构 | University Synergy Innovation Pro- gram of Anhui Province ; Comprehensive Research Facility for Fusion Technology Program of China |
内容类型 | 期刊论文 |
源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/129159] |
专题 | 中国科学院合肥物质科学研究院 |
通讯作者 | Yang, Yang |
作者单位 | 1.Hefei Univ Technol, Hefei 230009, Peoples R China 2.Hefei Comprehens Natl Sci Ctr, Inst Energy, Hefei 230071, Peoples R China 3.Chinese Acad Sci, Inst Plasma Phys, Hefei Inst Phys Sci, Hefei 230031, Peoples R China 4.Univ Sci & Technol China, Hefei 230026, Peoples R China |
推荐引用方式 GB/T 7714 | Yu, Chao,Yang, Yang,Cheng, Yong,et al. UAV-based pipeline inspection system with Swin Transformer for the EAST[J]. FUSION ENGINEERING AND DESIGN,2022,184. |
APA | Yu, Chao,Yang, Yang,Cheng, Yong,Wang, Zheng,Shi, Mingming,&Yao, Zhixin.(2022).UAV-based pipeline inspection system with Swin Transformer for the EAST.FUSION ENGINEERING AND DESIGN,184. |
MLA | Yu, Chao,et al."UAV-based pipeline inspection system with Swin Transformer for the EAST".FUSION ENGINEERING AND DESIGN 184(2022). |
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