CN109886298B - Weld quality detection method based on convolutional neural network - Google Patents
Weld quality detection method based on convolutional neural network Download PDFInfo
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Families Citing this family (19)
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CN110570400B (en) * | 2019-08-19 | 2022-11-11 | 河北极目楚天微电子科技有限公司 | Information processing method and device for chip 3D packaging detection |
CN111037549B (en) * | 2019-11-29 | 2022-09-09 | 重庆顺泰铁塔制造有限公司 | Welding track processing method and system based on 3D scanning and TensorFlow algorithm |
CN111421231A (en) * | 2020-04-07 | 2020-07-17 | 湖南汽车工程职业学院 | Omnibearing laser welding production line and welding method thereof |
DE102020204522A1 (en) * | 2020-04-08 | 2021-10-14 | Robert Bosch Gesellschaft mit beschränkter Haftung | Method for optimizing welding parameters for a welding controller, method for providing a trained machine learning algorithm and welding controller |
CN113808065A (en) * | 2020-05-28 | 2021-12-17 | 青岛海尔工业智能研究院有限公司 | Weld joint detection method and device, industrial robot and storage medium |
CN112171057B (en) * | 2020-09-10 | 2022-04-08 | 五邑大学 | Quality detection method and device based on laser welding and storage medium |
CN112183957A (en) * | 2020-09-10 | 2021-01-05 | 五邑大学 | Welding quality detection method and device and storage medium |
CN111882557B (en) * | 2020-09-28 | 2021-01-05 | 成都睿沿科技有限公司 | Welding defect detection method and device, electronic equipment and storage medium |
CN112285114A (en) * | 2020-09-29 | 2021-01-29 | 华南理工大学 | Enameled wire spot welding quality detection system and method based on machine vision |
CN113325068B (en) * | 2021-04-29 | 2024-02-02 | 河南工业大学 | Weld quality detection method and detection system based on fuzzy control |
CN113432644A (en) * | 2021-06-16 | 2021-09-24 | 苏州艾美睿智能系统有限公司 | Unmanned carrier abnormity detection system and detection method |
CN113421304B (en) * | 2021-06-21 | 2024-05-28 | 沈阳派得林科技有限责任公司 | Intelligent positioning method for welding bead area of industrial ray film image |
CN113256620B (en) * | 2021-06-25 | 2021-09-28 | 南京思飞捷软件科技有限公司 | Vehicle body welding quality information judging method based on difference convolution neural network |
CN113478483B (en) * | 2021-07-02 | 2022-12-09 | 普瑞特机械制造股份有限公司 | Mobile robot welding method and system based on stainless steel storage tank |
CN113658132B (en) * | 2021-08-16 | 2022-08-19 | 沭阳九鼎钢铁有限公司 | Computer vision-based structural part weld joint detection method |
CN116038112A (en) * | 2022-12-06 | 2023-05-02 | 西南石油大学 | Laser tracking large-scale curved plate fillet welding system and method |
DE102023201384A1 (en) | 2023-02-17 | 2024-08-22 | Robert Bosch Gesellschaft mit beschränkter Haftung | Method and system for qualifying a welded joint between at least two components |
KR20240155529A (en) * | 2023-04-20 | 2024-10-29 | 현대모비스 주식회사 | System and method for checking quality of laser welding |
CN117047274B (en) * | 2023-09-05 | 2024-03-19 | 浙江人驰汽车配件有限公司 | Internal bracing type double-welding tensioning wheel and intelligent processing method thereof |
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Publication number | Priority date | Publication date | Assignee | Title |
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CN105891215B (en) * | 2016-03-31 | 2019-01-29 | 浙江工业大学 | Welding visible detection method and device based on convolutional neural networks |
CN109001211A (en) * | 2018-06-08 | 2018-12-14 | 苏州赛克安信息技术有限公司 | Welds seam for long distance pipeline detection system and method based on convolutional neural networks |
CN109142547B (en) * | 2018-08-08 | 2021-02-23 | 广东省智能制造研究所 | Acoustic online nondestructive testing method based on convolutional neural network |
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