Key-pin-position and Gaussian-L2-distance based rigid registration for accurate and fast location of ball grid array chip

IF 5.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Chao Xu , Yongxin Song , Xianqiang Yang
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引用次数: 0

Abstract

The large number and various arrangements of solder balls in a Ball Grid Array (BGA) of an electric chip poses significant challenges on its accurate and quick location to the Printed Circuit Board (PCB). To solve these problems, a key-pin-position and Gaussian L2 distance based rigid registration method was proposed. The key idea was to use the pins only at the corners (key positions) to build up data point which was used to obtain the offset and rotation angle of the BGA relative to the specified place by the Gaussian-L2-distance-based rigid registration method. Gaussian function was used to model the actual solder balls’ positions and the specified positions, the Expectation and Maximization algorithm was used to solve the iteration process of the rigid registration. It was experimentally found that the maximum positioning error in three directions (X, Y and rotation angle) is only 1/12 pixels, which significantly outperforms Samsung’s method with a positioning error of 0.68 pixels and the state-of-art method with 0.7 pixels. The location time for a BGA with more than 200 balls is no more than 200 ms which is less than half of that of a commercial device (Samsung SM482). Experimental results demonstrate the effectiveness of this method in handling BGA chips with varying numbers and arrangements of solder balls.
基于键脚位置和高斯l2距离的刚性配准,实现球栅阵列芯片精确快速定位
在电子芯片的球栅阵列(BGA)中,焊锡球的数量众多,排列方式多样,这对其在印刷电路板(PCB)上的准确和快速定位提出了重大挑战。为了解决这些问题,提出了一种基于键销位置和高斯L2距离的刚性配准方法。关键思想是仅在角(关键位置)使用引脚建立数据点,通过基于高斯- l2 -距离的刚性配准方法获得BGA相对于指定位置的偏移量和旋转角度。采用高斯函数对焊锡球的实际位置和指定位置进行建模,采用期望与最大化算法求解刚性配准的迭代过程。实验发现,在三个方向(X, Y和旋转角度)的最大定位误差仅为1/12像素,明显优于三星的方法(0.68像素)和最先进的方法(0.7像素)。超过200个球的BGA的定位时间不超过200毫秒,不到商用设备(三星SM482)的一半。实验结果表明,该方法可以有效地处理具有不同数量和排列的焊锡球的BGA芯片。
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来源期刊
Measurement
Measurement 工程技术-工程:综合
CiteScore
10.20
自引率
12.50%
发文量
1589
审稿时长
12.1 months
期刊介绍: Contributions are invited on novel achievements in all fields of measurement and instrumentation science and technology. Authors are encouraged to submit novel material, whose ultimate goal is an advancement in the state of the art of: measurement and metrology fundamentals, sensors, measurement instruments, measurement and estimation techniques, measurement data processing and fusion algorithms, evaluation procedures and methodologies for plants and industrial processes, performance analysis of systems, processes and algorithms, mathematical models for measurement-oriented purposes, distributed measurement systems in a connected world.
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