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首页> 外文期刊>Mechatronics, IEEE/ASME Transactions on >An Improved Adaptive Genetic Algorithm for Image Segmentation and Vision Alignment Used in Microelectronic Bonding
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An Improved Adaptive Genetic Algorithm for Image Segmentation and Vision Alignment Used in Microelectronic Bonding

机译:改进的自适应遗传算法用于微电子键合的图像分割和视觉对准

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摘要

In order to improve the precision and efficiency of microelectronic bonding, this paper presents an improved adaptive genetic algorithm (IAGA) for the image segmentation and vision alignment of the solder joints in the microelectronic chips. The maximum between-cluster variance (OTSU) threshold segmentation method was adopted for the image segmentation of microchips, and the IAGA was introduced to the threshold segmentation considering the features of the images. The performance of the image segmentation was investigated by computational and experimental tests. The results show that the IAGA has faster convergence and better global optimality compared with standard genetic algorithm (SGA), and the quality of the segmented images becomes better by using the OTSU threshold segmentation method based on IAGA. On the basis of moment invariant approach, the microvision alignment was realized. Experiments were carried out to implement the microvision alignment of the solder joints in the microelectronic chips, and the results indicate that there are no alignment failures using the OTSU threshold segmentation method based on IAGA, which is superior to the OTSU method based on SGA in improving the precision and speed of the vision alignments.
机译:为了提高微电子键合的精度和效率,本文提出了一种改进的自适应遗传算法(IAGA),用于微电子芯片中焊点的图像分割和视觉对准。采用最大簇间方差(OTSU)阈值分割方法对微芯片进行图像分割,并将IAGA引入到考虑图像特征的阈值分割中。通过计算和实验测试研究了图像分割的性能。结果表明,与标准遗传算法(SGA)相比,IAGA具有更快的收敛速度和更好的全局最优性,并且使用基于IAGA的OTSU阈值分割方法可以使分割图像的质量更好。在不变矩的基础上,实现了微视准直。通过实验对微电子芯片中的焊点进行了显微视觉对准,结果表明,基于IAGA的OTSU阈值分割方法没有对准失败,在改进方面优于基于SGA的OTSU方法。视觉对齐的精度和速度。

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