An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System
The traditional stud welded inspection method suffers from low efficiency and a lack of precision, which makes it difficult to meet the demand for high efficiency and precision in modern automobile production lines. In this paper, a flexible recognition system incorporating a deep learning model is...
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| Format: | Article |
| Language: | English |
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IEEE
2025-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/10937086/ |
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| author | Hong Huang Xiangqian Peng Shiyu Wu Wenchu Ou Xiaoping Hu Lifeng Chen |
| author_facet | Hong Huang Xiangqian Peng Shiyu Wu Wenchu Ou Xiaoping Hu Lifeng Chen |
| author_sort | Hong Huang |
| collection | DOAJ |
| description | The traditional stud welded inspection method suffers from low efficiency and a lack of precision, which makes it difficult to meet the demand for high efficiency and precision in modern automobile production lines. In this paper, a flexible recognition system incorporating a deep learning model is proposed for the inspection of welded studs in the whole car body-in-white of an automobile, including the composition of the recognition system, error analysis, path planning, and the deep learning model used. The proposed system has made significant improvements to both accuracy and detection efficiency. It can detect welded studs in a white car body with high accuracy and efficiency. Its overall detection accuracy of 99.36% demonstrates its potential to automate the production line and reduce production costs. |
| format | Article |
| id | doaj-art-c390079b3c5f4596b68bd3a3b0ed907d |
| institution | Kabale University |
| issn | 2169-3536 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj-art-c390079b3c5f4596b68bd3a3b0ed907d2025-08-20T03:41:59ZengIEEEIEEE Access2169-35362025-01-0113519385195510.1109/ACCESS.2025.355369110937086An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition SystemHong Huang0Xiangqian Peng1Shiyu Wu2Wenchu Ou3https://orcid.org/0009-0001-0263-2875Xiaoping Hu4Lifeng Chen5School of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan, ChinaSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan, ChinaSAIC Motor Research and Development Innovation Headquarters, Shanghai, ChinaSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan, ChinaHunan Provincial Key Laboratory of Health Maintenance for Mechanical Equipment, Xiangtan, ChinaSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan, ChinaThe traditional stud welded inspection method suffers from low efficiency and a lack of precision, which makes it difficult to meet the demand for high efficiency and precision in modern automobile production lines. In this paper, a flexible recognition system incorporating a deep learning model is proposed for the inspection of welded studs in the whole car body-in-white of an automobile, including the composition of the recognition system, error analysis, path planning, and the deep learning model used. The proposed system has made significant improvements to both accuracy and detection efficiency. It can detect welded studs in a white car body with high accuracy and efficiency. Its overall detection accuracy of 99.36% demonstrates its potential to automate the production line and reduce production costs.https://ieeexplore.ieee.org/document/10937086/Automobile industrywelded studsdeep learningtarget detectionflexible detection system |
| spellingShingle | Hong Huang Xiangqian Peng Shiyu Wu Wenchu Ou Xiaoping Hu Lifeng Chen An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System IEEE Access Automobile industry welded studs deep learning target detection flexible detection system |
| title | An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System |
| title_full | An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System |
| title_fullStr | An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System |
| title_full_unstemmed | An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System |
| title_short | An Automotive Body-in-White Welding Stud Flexible and Efficient Recognition System |
| title_sort | automotive body in white welding stud flexible and efficient recognition system |
| topic | Automobile industry welded studs deep learning target detection flexible detection system |
| url | https://ieeexplore.ieee.org/document/10937086/ |
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