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LI Le, CHEN Zhong, ZHANG Xianmin. Void detection of BGA solder joints under complex X-ray imaging background[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2015, 36(3): 80-84.
Citation: LI Le, CHEN Zhong, ZHANG Xianmin. Void detection of BGA solder joints under complex X-ray imaging background[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2015, 36(3): 80-84.

Void detection of BGA solder joints under complex X-ray imaging background

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  • Received Date: August 24, 2013
  • The void extraction method of solder joints based on global threshold segmentation is inaccurate. Moreover, once the solder joint in the image is shaded, the extraction of BGA solder joint's voids will become difficult. In order to detect the void defects of BGA solder joints under complex X-ray imaging background, it was detected that the unobstructed solder joints based on thresholding, solder roundness and solder area, and an interactive method of X-ray contour extraction to detect the obstructed solder joints was propose. According to the characteristics of solder buddle, an integrated method of solder joint's void extraction was presented based on grayscale morphology, histogram stretching, fuzzy enhancement and BLOB analysis. The result of comparison experiment shows that the method presented in this research possesses high accuracy in detecting the void defect of BGA solder joints.
  • 薛明阳, 卫国强, 金 亮, 等. 不同应变速率下BGA焊球剪切断裂试验与模拟分析[J]. 焊接学报, 2014, 35(3): 45-48. Xue Mingyang, Wei Guoqiang, Jin Liang, et al. Experimental and simulation analysis on the shear fracture for BGA solder ball under different strain rate[J].Transactions of the China Welding Institution, 2014, 35(3): 45-48
    Sa-nguannam A, Srinonchat J. Analysis ball grid array defects by using new image technique[C]// Signal Processing, 2008. ICSP 2008. 9th International Conference, Beijing, 2008: 785-788.
    Said A F, Bennett B L, Karam L J, et al. Robust automatic void detection in solder balls[C]// Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference, Dallas, 2010: 1650-1653
    Shao H P, Hyun D. BGA void detection in X-ray images based on a new blob[C]// Image and Signal Processing (CISP), 2011 4th International Congress, Shanghai, 2011: 1847-1850.
    Otsu N. A threshold selection method from gray-level histograms[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 1979, 9(1): 62-66.
    薛家祥, 张丽玲. MAG焊熔池图像的灰度形态学分析[J]. 焊接学报, 2006, 27(4): 13-16. Xue Jiaxiang, Zhang Liling. Gray scale morphological analysis on molten pool image of metal active-gas[J]. Transactions of the China Welding Institution, 2006, 27(4): 13-16.
    陈 忠, 张宪民. 不均匀背景下芯片焊接气泡的X射线检测[J]. 焊接学报, 2010, 32(10): 65-68. Chen Zhong, Zhang Xianmin. X-ray inspection of DIE welding voids in an uneven background[J]. Transactions of the China Welding Institution, 2010, 32(10): 65-68.
    Seul M, O'Gorman L, Sammon M J. Practical algorithms for image analysis: descriptions, examples, and code[M]. London: Cambridge University Press, 2008.
    刘习文, 蒋艳荣, 罗显光. 一种改进的图像模糊增强算法[J]. 计算机工程与应用, 2008, 44(4): 50-52. Liu Xiwen, Jiang Yanrong, Luo Xianguang. Improved image fuzzy-enhancement algorithm[J]. Computer Engineering and Applications, 2008, 44(4): 50-52.
    石美红, 王文光. 基于Blob算法的织物疵点检测算法的研究[J]. 现代电子技术, 2010, 24: 29-32. Shi Meihong, Wang Wenguang. Fabric defect detection algorithm based on blob algorithm[J]. Modern Electronic Technology, 2010, 24: 29-32
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