The Role of Artificial Intelligence in Transforming VLSI Design, Testing, and Manufacturing

This paper discussed the revolutionary potential of Artificial Intelligence (AI) in revolutionizing Very Large Scale Integration (VLSI) technology. By integrating AI methods, including machine learning and reinforcement learning, organically into VLSI processes, the semiconductor technology has addressed age-old issues such as power-performance-area (PPA) optimization, fault detection, and yield prediction. The article showcases actual business case studies of industry leaders like Synopsys, Cadence, NVIDIA, TSMC, and Cerebras Systems, demonstrating how AI has enhanced productivity, reduced complexity, and driven innovation in design, verification, and manufacturing. Concluding on future directions, the paper underlines the pivotal role of AI in designing the future generation of semiconductor technologies, placing it firmly as a cornerstone of modern electronics.

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Publication Details

Published
2025-05-09
DOI
https://doi.org/10.1109/ietc64455.2025.11039475
Primary Topic
Manufacturing Process and Optimization
Type
article
Field-Weighted Citation Impact
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article

The Role of Artificial Intelligence in Transforming VLSI Design, Testing, and Manufacturing

Antora Dev, Steve C. Chiu, Mostafa M. Fouda
Manufacturing Process and Optimization
article

The Role of Artificial Intelligence in Transforming VLSI Design, Testing, and Manufacturing

Antora Dev, Steve C. Chiu, Mostafa M. Fouda
article en

Abstract

This paper discussed the revolutionary potential of Artificial Intelligence (AI) in revolutionizing Very Large Scale Integration (VLSI) technology. By integrating AI methods, including machine learning and reinforcement learning, organically into VLSI processes, the semiconductor technology has addressed age-old issues such as power-performance-area (PPA) optimization, fault detection, and yield prediction. The article showcases actual business case studies of industry leaders like Synopsys, Cadence, NVIDIA, TSMC, and Cerebras Systems, demonstrating how AI has enhanced productivity, reduced complexity, and driven innovation in design, verification, and manufacturing. Concluding on future directions, the paper underlines the pivotal role of AI in designing the future generation of semiconductor technologies, placing it firmly as a cornerstone of modern electronics.

Idaho State University (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 80%
Manufacturing Process and Optimization
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The Role of Artificial Intelligence in Transforming VLSI Design, Testing, and Manufacturing — Antora Dev, Steve C. Chiu, et al. · (2025) | TGRS Research Map | TGRS