Machine Learning-based Design and Optimization of High-Speed Circuits

Machine Learning-based Design and Optimization of High-Speed Circuits
Author: Vazgen Melikyan
Publisher: Springer Nature
Total Pages: 351
Release: 2024-01-31
Genre: Technology & Engineering
ISBN: 3031507142


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This book describes machine learning-based new principles, methods of design and optimization of high-speed integrated circuits, included in one electronic system, which can exchange information between each other up to 128/256/512 Gbps speed. The efficiency of methods has been proven and is described on the examples of practical designs. This will enable readers to use them in similar electronic system designs. The author demonstrates newly developed principles and methods to accelerate communication between ICs, working in non-standard operating conditions, considering signal deviation compensation with linearity self-calibration. The observed circuit types also include but are not limited to mixed-signal, high performance heterogeneous integrated circuits as well as digital cores.


Machine Learning-based Design and Optimization of High-Speed Circuits
Language: en
Pages: 351
Authors: Vazgen Melikyan
Categories: Technology & Engineering
Type: BOOK - Published: 2024-01-31 - Publisher: Springer Nature

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This book describes machine learning-based new principles, methods of design and optimization of high-speed integrated circuits, included in one electronic syst
Machine Learning Applications in Electronic Design Automation
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Authors: Haoxing Ren
Categories: Technology & Engineering
Type: BOOK - Published: 2023-01-01 - Publisher: Springer Nature

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​This book serves as a single-source reference to key machine learning (ML) applications and methods in digital and analog design and verification. Experts fr
Machine Learning in VLSI Computer-Aided Design
Language: en
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Type: BOOK - Published: 2019-03-15 - Publisher: Springer

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This book provides readers with an up-to-date account of the use of machine learning frameworks, methodologies, algorithms and techniques in the context of comp
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Type: BOOK - Published: 2022-02-10 - Publisher: Academic Press

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Machine Learning for Future Fiber-Optic Communication Systems provides a comprehensive and in-depth treatment of machine learning concepts and techniques applie
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Language: en
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Authors: Thomas Noulis
Categories: Computers
Type: BOOK - Published: 2023-12-07 - Publisher: CRC Press

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This book describes advanced flows and methodologies for the design and implementation of system-on-chip (SoC). It is written by a mixture of industrial experts