Machine Learning-based Design and Optimization of High-Speed Circuits / by Vazgen Melikyan.

Format:

Book

Author/Creator:

Melikyan, Vazgen.

Series:

Engineering Series

Language:

English

Subjects (All):

Embedded computer systems.

Electronic circuit design.

Electronics.

Embedded Systems.

Electronics Design and Verification.

Electronics and Microelectronics, Instrumentation.

Local Subjects:

Embedded Systems.

Electronics Design and Verification.

Electronics and Microelectronics, Instrumentation.

Physical Description:

1 online resource (351 pages)

Edition:

1st ed. 2024.

Place of Publication:

Cham : Springer Nature Switzerland : Imprint: Springer, 2024.

Summary:

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. Describes methods of design and optimization of circuits which can exchange information at 128/256/512 GB per second; Includes methods for practically all types of high-speed circuits: mixed-signal, heterogeneous, digital, etc; Design methods presented are machine learning-based and apply to 14nm and below technologies of IC manufacturing.

Contents:

Introduction

Means to accelerate transfer of information between integrated circuits

Design methods of integrated circuits, working under non-standard operating conditions

Signal transmittance adjustment systems in integrated circuits

Methods to improve linearity of signal’s analog-to-digital conversion with self-calibration

Design of high performance heterogenous integrated circuits

6 Design of digital integrated circuits by improving the characteristics of digital cells.

Notes:

Description based on publisher supplied metadata and other sources.

Other Format:

Print version: Melikyan, Vazgen Machine Learning-Based Design and Optimization of High-Speed Circuits

ISBN:

9783031507144

3031507142

OCLC:

1416747270