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Design and development of automatic visual inspection system for PCB manufacturing

机译:PCB制造自动外观检查系统的设计和开发

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摘要

Inspection of solder joints has been a critical process in the electronic manufacturing industry to reduce manufacturing cost, improve yield, and ensure product quality and reliability. This paper proposes two inspection modules for an automatic solder joint classification system. The "front-end" inspection system includes illumination normalisation, localisation and segmentation. The "back-end" inspection involves the classification of solder joints using the Log-Gabor filter and classifier fusion. Five different levels of solder quality with respect to the amount of solder paste have been defined. The Log-Gabor filter has been demonstrated to achieve high recognition rates and is resistant to misalignment. This proposed system does not need any special illumination system, and the images are acquired by an ordinary digital camera. This system could contribute to the development of automated non-contact, non-destructive and low cost solder joint quality inspection systems.
机译:焊点检查一直是电子制造业中降低生产成本,提高产量并确保产品质量和可靠性的关键过程。本文为自动焊点分类系统提出了两个检查模块。 “前端”检查系统包括照明标准化,定位和分段。 “后端”检查涉及使用Log-Gabor过滤器和分类器融合对焊点进行分类。相对于焊膏的量,已经定义了五个不同级别的焊料质量。 Log-Gabor滤波器已被证明具有很高的识别率,并且能够防止未对准。该提出的系统不需要任何特殊的照明系统,并且图像是由普通的数码相机获取的。该系统可以为自动无接触,无损和低成本焊点质量检查系统的开发做出贡献。

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