Efficient Analog Integrated Circuit Sizing with GenAI : Exploring Generative Diffusion Models

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Efficient Analog Integrated Circuit Sizing with GenAI : Exploring Generative Diffusion Models

  • 言語:ENG
  • ISBN:9783031871047
  • eISBN:9783031871054

ファイル: /

Description

This book focuses on the automation of analog integrated circuit design, particularly the sizing process. It introduces an innovative approach leveraging generative artificial intelligence, specifically denoising diffusion probabilistic models (DDPM). The proposed methodology provides a robust solution for generating circuit designs that meet specific performance constraints, offering a significant improvement over conventional techniques. By integrating advanced machine learning models into the design workflow, the book showcases a transformative way to streamline the process while maintaining accuracy and reliability.

Table of Contents

1.- Introduction.- 2. State-of-the-art.- 3. Proposed Architectures.- 4. Model Implementation and Optimization.- 5. Experimental Results.- 6. Conclusion and Future Works.

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