A novel solder joint diagnosis algorithm using differential geometry approach in high-density flexible integrated circuit substrates

Author:

Zeng YongORCID,Hu Yueming,Huang Dan

Abstract

Abstract To provide a system with high-density solder joint 3D information acquisition and improve the comprehensive performance of automatic optical inspection systems, a novel diagnosis system for solder joints of high-density flexible integrated circuit substrates is proposed in this paper. The differential geometry principle is introduced to analyze the appearance identity of solder joints, and the diagnosis is handled as a pattern-recognition problem with the Frenet frame-matching approach. First, a high-precision 3D information-acquisition system constituted of two CCD digital cameras, each with a microscope and a three-color LED illumination, is developed. Second, a discrete estimation scheme based on the differential geometry theory is proposed to achieve curvature measurement, and then the shape of the solder joints is characterized by the crest line representation method. Finally, the classification strategy is to establish different models of solder joint types and make a decision based on a set of the predefined diagnosis rules. By inspecting various types of solder joints and comparing with other typical algorithms, the performance of the proposed system is evaluated. The experiment results indicate that the proposed algorithm has advantages of fast inspection speed, low misjudgment rate, which is reduced to 2.2%, and detailed classification.

Funder

the Natural Science Foundation of Guangdong Province, China

the Applied Science and Technology Research and Development Special Fund Project of Guangdong Province, China

the National Science and Technology Major Project of the Ministry of Science and Technology of China

the National Natural Science Foundation of China

Publisher

IOP Publishing

Subject

Applied Mathematics,Instrumentation,Engineering (miscellaneous)

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Robust vision detection of pipeline solder joints;Soldering & Surface Mount Technology;2024-07-03

2. A Novel Hierarchical Tree-DCNN Structure for Unbalanced Data Diagnosis in Microelectronic Manufacturing Process;IEEE Transactions on Instrumentation and Measurement;2024

3. Fluorescent Microspheres Based on Sodium Carboxymethyl Cellulose Hydrogel for Optical Temperature Measurement;IEEE Transactions on Instrumentation and Measurement;2024

4. Parallel Algorithm of High Precision Surface Modeling Based on Differential Geometry;2023 IEEE 4th Annual Flagship India Council International Subsections Conference (INDISCON);2023-08-05

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