Advancing high-volume GaN manufacturing: precision simulation of electrical and geometrical deviations through current spreading

Manufacturing process deviations pose significant challenges in GaN manufacturing especially when modern technologies demand extreme chip densities. More than a thousand of each of three distinct GaN-based flip-chips were manufactured where the standard deviations of the measured voltages ranged from 13 to 23 mV. By integrating Monte Carlo and finite element methods in the simulations which relies on the theoretical models, the results were validated by comparing the voltage measurements of the three thousand manufactured chips. Validation was even successful considering the voltage deviations of the three distinct designs equivalently, i.e., affected each wafer’s geometrical and electrical properties. In addition, comparing the three designs, Chip A emerged as the optimal choice for low current resistivity. Looking ahead, our theoretical modeling andsimulation hold promise for high-accuracy predictions in high-volume GaN-based chip manufacturing, enhancing reliability and performance.

Publication Details

Journal
The International Islamic University Malaysia Repository (The International Islamic University Malaysia)
Published
2024-10-18
Primary Topic
Genetics, Bioinformatics, and Biomedical Research
Type
article
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article

Advancing high-volume GaN manufacturing: precision simulation of electrical and geometrical deviations through current spreading

The International Islamic University Malaysia Repository (The International Islamic University Malaysia)
Genetics, Bioinformatics, and Biomedical Research
article

Advancing high-volume GaN manufacturing: precision simulation of electrical and geometrical deviations through current spreading

article en

Abstract

Manufacturing process deviations pose significant challenges in GaN manufacturing especially when modern technologies demand extreme chip densities. More than a thousand of each of three distinct GaN-based flip-chips were manufactured where the standard deviations of the measured voltages ranged from 13 to 23 mV. By integrating Monte Carlo and finite element methods in the simulations which relies on the theoretical models, the results were validated by comparing the voltage measurements of the three thousand manufactured chips. Validation was even successful considering the voltage deviations of the three distinct designs equivalently, i.e., affected each wafer’s geometrical and electrical properties. In addition, comparing the three designs, Chip A emerged as the optimal choice for low current resistivity. Looking ahead, our theoretical modeling andsimulation hold promise for high-accuracy predictions in high-volume GaN-based chip manufacturing, enhancing reliability and performance.

The International Islamic University Malaysia Repository (The International Islamic University Malaysia)
Openalex Percentile: Top 51%
Genetics, Bioinformatics, and Biomedical Research
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Advancing high-volume GaN manufacturing: precision simulation of electrical and geometrical deviations through current spreading · The International Islamic University Malaysia Repository (The International Islamic University Malaysia) (2024) | TGRS Research Map | TGRS