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AUTOMATIC VISUAL INSPECTION OF BUMP IN HARD DISK DRIVE COMPONENT USING NEURAL NETWORK AND IMAGE PROCESSING

机译:利用神经网络和图像处理技术对硬盘驱动器组件中的气泡进行自动视觉检查

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This paper presents the progressive development of the automatic visual inspection system for hard disk drive manufacturing. The developed system is applied to inspect the flip-chip solder joints called 'bump' on the flexible PCB. In the designed system, conventional image processing is utilized to find the interesting features from the Flip-Chip image. Such features are adopted as the inputs of the trained artificial neural network (ANN). The designed ANN is used as the expert system for classifying the completeness of bump. To compare performance, the measured value of the bump's length from the proposed inspection system is investigated in comparison with the value from the destructive inspection using micro-electroscope. Experimental results show that our developed system is effectively used to automatically inspect the bump. Inspection time of the proposed system is much faster than that of the human inspection.
机译:本文介绍了用于硬盘驱动器制造的自动外观检查系统的逐步开发。开发的系统用于检查柔性PCB上的倒装芯片焊点,称为“凸点”。在设计的系统中,利用常规图像处理从倒装芯片图像中找到有趣的特征。这些特征被用作经过训练的人工神经网络(ANN)的输入。所设计的人工神经网络被用作专家系统,对颠簸的完整性进行分类。为了比较性能,将使用建议的检测系统测得的凸块长度的测量值与使用微电子显微镜进行的破坏性检测得到的值进行比较。实验结果表明,我们开发的系统可有效地用于自动检查凸点。拟议系统的检查时间比人工检查要快得多。

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