Correlation Study on Voiding in Underfill of Large Quantity Ball Grid Array Chip Using Machine Learning

Author:

Ling Calvin1,Azahari Muhammad Taufik1,Abas Mohamad Aizat1,Ng Fei Chong1

Affiliation:

1. School of Mechanical Engineering, Universiti Sains Malaysia, Engineering Campus , Nibong Tebal, Penang 14300, Malaysia

Abstract

Abstract This paper investigates voiding issues in the underfilling process of ball grid array (BGA) chip packages under various parameter settings such as chip conveyor speed, valve pressure, temperature, and dispense pattern complicate. The study identifies valve pressure as the primary cause of voiding in large quantity BGA chips, achieving 88.9% in accuracy, supported with the deformation of the valve nozzle. Additionally, the findings reveal that racing effects occurs due to asymmetry of the solder ball array arrangement with percentage difference between the TSAM BGA chips experiments and its simulation counterparts in the range of 0.089–3.65%.

Publisher

ASME International

Reference31 articles.

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