AI/ML Algorithms and Applications in VLSI Design and Technology

Abstract

The integration of Artificial Intelligence (AI) and Machine Learning (ML) algorithms in Very-Large-Scale Integration (VLSI) design and technology has revolutionized the semiconductor industry, providing innovative solutions to complex design challenges. This abstract presents an overview of the current state-of-the-art AI/ML techniques applied in various stages of VLSI design, including synthesis, placement and routing, power optimization, and fault detection. It highlights how these algorithms enhance design efficiency, reduce time-to-market, and improve the performance and reliability of VLSI circuits.AI and ML models are increasingly being employed to predict design outcomes, optimize design parameters, and automate traditionally manual and iterative processes.