Defect Inspection of Flip Chip Solder Bumps Using an Ultrasonic Transducer

被引:22
|
作者
Su, Lei [1 ]
Shi, Tielin [1 ]
Xu, Zhensong [1 ]
Lu, Xiangning [2 ]
Liao, Guanglan [1 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Peoples R China
[2] Jiangsu Normal Univ, Xuzhou 221116, Peoples R China
来源
SENSORS | 2013年 / 13卷 / 12期
基金
中国国家自然科学基金;
关键词
SUPPORT-VECTOR MACHINES; NEURAL-NETWORKS; JOINTS; THERMOGRAPHY; RECOGNITION; PACKAGE;
D O I
10.3390/s131216281
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Surface mount technology has spurred a rapid decrease in the size of electronic packages, where solder bump inspection of surface mount packages is crucial in the electronics manufacturing industry. In this study we demonstrate the feasibility of using a 230 MHz ultrasonic transducer for nondestructive flip chip testing. The reflected time domain signal was captured when the transducer scanning the flip chip, and the image of the flip chip was generated by scanning acoustic microscopy. Normalized cross-correlation was used to locate the center of solder bumps for segmenting the flip chip image. Then five features were extracted from the signals and images. The support vector machine was adopted to process the five features for classification and recognition. The results show the feasibility of this approach with high recognition rate, proving that defect inspection of flip chip solder bumps using the ultrasonic transducer has high potential in microelectronics packaging. © 2013 by the authors; licensee MDPI, Basel, Switzerland.
引用
收藏
页码:16281 / 16291
页数:11
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