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30 August 2022 Detection of wrong and missing installation of threaded steel wire based on pointnet++
Qilong Cheng, Rui Gou, Rui Su, Wei Gou
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Proceedings Volume 12309, International Conference on Advanced Manufacturing Technology and Manufacturing Systems (ICAMTMS 2022); 123090P (2022) https://doi.org/10.1117/12.2645060
Event: International Conference on Advanced Manufacturing Technology and Manufacturing System (ICAMTMS 2022), 2022, Shijiazhuang, China
Abstract
In the mechanical manufacturing industry, the detection of wrong and missing installation of threaded steel wire is of great significance and ensures the reliability and quality of products. Especially in aerospace engineering, the traditional detection of wrong and missing installation mostly adopts two-dimensional detection technology, which has the problems of poor detection effect and affected by light source. Aiming at this problem, a detection method of wrong and missing installation of threaded steel wire based on pointnet++ was proposed, which constructs a network framework based on pointnet++, by training the network, it realizes the recognition and direction judgment of threaded steel wire, and the accuracy is more than 95%.
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Qilong Cheng, Rui Gou, Rui Su, and Wei Gou "Detection of wrong and missing installation of threaded steel wire based on pointnet++", Proc. SPIE 12309, International Conference on Advanced Manufacturing Technology and Manufacturing Systems (ICAMTMS 2022), 123090P (30 August 2022); https://doi.org/10.1117/12.2645060
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KEYWORDS
Clouds
Aerospace engineering
Network architectures
Target detection
Convolution
Data modeling
Manufacturing
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