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

Machine Learning-based Design and Optimization of High-Speed Circuits
Title Machine Learning-based Design and Optimization of High-Speed Circuits PDF eBook
Author Vazgen Melikyan
Publisher Springer Nature
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.

Design of Power Management Integrated Circuits

Design of Power Management Integrated Circuits
Title Design of Power Management Integrated Circuits PDF eBook
Author Bernhard Wicht
Publisher John Wiley & Sons
Pages 484
Release 2024-05-14
Genre Technology & Engineering
ISBN 1119123089

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Design of Power Management Integrated Circuits Comprehensive resource on power management ICs affording new levels of functionality and applications with cost reduction in various fields Design of Power Management Integrated Circuits is a comprehensive reference for power management IC design, covering the circuit design of main power management circuits like linear and switched-mode voltage regulators, along with sub-circuits such as power switches, gate drivers and their supply, level shifters, the error amplifier, current sensing, and control loop design. Circuits for protection and diagnostics, as well as aspects of the physical design like lateral and vertical power delivery, pin-out, floor planning, grounding/supply guidelines, and packaging, are also addressed. A full chapter is dedicated to the design of integrated passives. The text illustrates the application of power management integrated circuits (PMIC) to growth areas like computing, the Internet of Things, mobility, and renewable energy. Includes numerous real-world examples, case studies, and exercises illustrating key design concepts and techniques. Offering a unique insight into this rapidly evolving technology through the author’s experience developing PMICs in both the industrial and academic environment, Design of Power Management Integrated Circuits includes information on: Capacitive, inductive and hybrid DC-DC converters and their essential circuit blocks, covering error amplifiers, comparators, and ramp generators Sensing, protection, and diagnostics, covering thermal protection, inductive loads and clamping structures, under-voltage, reference and power-on reset generation Integrated MOS, MOM and MIM capacitors, integrated inductors Control loop design and PWM generation ensuring stability and fast transient response; subharmonic oscillations in current mode control (analysis and circuit design for slope compensation) DC behavior and DC-related circuit design, covering power efficiency, line and load regulation, error amplifier, dropout, and power transistor sizing Commonly used level shifters (including sizing rules) and cascaded (tapered) driver sizing and optimization guidelines Optimizing the physical design considering packaging, floor planning, EMI, pinout, PCB design and thermal design Design of Power Management Integrated Circuits is an essential resource on the subject for circuit designers/IC designers, system engineers, and application engineers, along with advanced undergraduate students and graduate students in related programs of study.

IC Design Insights - from Selected Presentations at CICC 2017

IC Design Insights - from Selected Presentations at CICC 2017
Title IC Design Insights - from Selected Presentations at CICC 2017 PDF eBook
Author Ali Sheikholeslami
Publisher CRC Press
Pages 666
Release 2022-09-01
Genre Technology & Engineering
ISBN 1000794547

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This book contains a selection of tutorial and invited presentations that were given at the IEEE CICC 2017 in Austin, Texas. The selection of the talks was made to provide a comprehensive coverage of key topics, including Circuits Techniques for mm-wave front-ends, RF and mm-wave receivers and frequency synthesis, data and DC-DC converters, and techniques for IoT security.The book is organized into five parts, namely:I: Millimeter-wave Transmitter CircuitsII: Millimeter-wave and RF Receiver Circuits III: Data ConvertersIV: DC-DC Converters and Voltage RegulatorsV: IoT Security Circuits and Techniques The book is part of an educational initiative of the IEEE Solid-State Circuits Society to offer its members state of the art educational material.

Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning

Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning
Title Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning PDF eBook
Author Vikram Jain
Publisher Springer Nature
Pages 199
Release 2023-09-15
Genre Technology & Engineering
ISBN 3031382307

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This book explores and motivates the need for building homogeneous and heterogeneous multi-core systems for machine learning to enable flexibility and energy-efficiency. Coverage focuses on a key aspect of the challenges of (extreme-)edge-computing, i.e., design of energy-efficient and flexible hardware architectures, and hardware-software co-optimization strategies to enable early design space exploration of hardware architectures. The authors investigate possible design solutions for building single-core specialized hardware accelerators for machine learning and motivates the need for building homogeneous and heterogeneous multi-core systems to enable flexibility and energy-efficiency. The advantages of scaling to heterogeneous multi-core systems are shown through the implementation of multiple test chips and architectural optimizations.

Biomedical Electronics, Noise Shaping ADCs, and Frequency References

Biomedical Electronics, Noise Shaping ADCs, and Frequency References
Title Biomedical Electronics, Noise Shaping ADCs, and Frequency References PDF eBook
Author Pieter Harpe
Publisher Springer Nature
Pages 345
Release 2023-06-22
Genre Technology & Engineering
ISBN 3031289129

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This book is based on the 18 tutorials presented during the 30th workshop on Advances in Analog Circuit Design. Expert designers present readers with information about a variety of topics at the frontier of analog circuit design, with specific contributions focusing on analog circuits for machine learning, current/voltage/temperature sensors, and high-speed communication via wireless, wireline, or optical links. This book serves as a valuable reference to the state-of-the-art, for anyone involved in analog circuit research and development.

Tactile Internet

Tactile Internet
Title Tactile Internet PDF eBook
Author Frank H. P. Fitzek
Publisher Academic Press
Pages 510
Release 2021-03-06
Genre Technology & Engineering
ISBN 0128213558

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Tactile Internet with Human-in-the-Loop describes the change from the current Internet, which focuses on the democratization of information independent of location or time, to the Tactile Internet, which democratizes skills to promote equity that is independent of age, gender, sociocultural background or physical limitations. The book promotes the concept of the Tactile Internet for remote closed-loop human-machine interaction and describes the main challenges and key technologies. Current standardization activities in the field for IEEE and IETF are also described, making this book an ideal resource for researchers, graduate students, and industry R&D engineers in communications engineering, electronic engineering, and computer engineering. - Provides a comprehensive reference that addresses all aspects of the Tactile Internet – technologies, engineering challenges, use cases and standards - Written by leading researchers in the field - Presents current standardizations surrounding the IETF and the IEEE - Contains use cases that illustrate practical applications

Integrated Hybrid Resonant DCDC Converters

Integrated Hybrid Resonant DCDC Converters
Title Integrated Hybrid Resonant DCDC Converters PDF eBook
Author Peter Renz
Publisher Springer Nature
Pages 181
Release 2020-12-29
Genre Technology & Engineering
ISBN 3030639444

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This book provides a comprehensive, single-source on resonant switched-capacitor converters. It is written in the style of a handbook, with systematic guidelines, and includes implementation examples. The authors explore integrated hybrid resonant DCDC converters in order to achieve highly compact, energy efficient and cost-effective power management solutions in the growing fields of wearables and internet-of-things applications. They provide an introduction into hybrid converters as a new and promising converter class, which merges capacitive and inductive conversion concepts into one. Coverage ranges from fundamentals to implementation details, including topics such as power stage design, gate drive schemes, different control mechanisms for resonant operation and integrated passives. Introduces a new, multi-ratio resonant converter architecture, which enables lower switching frequencies and better passive component utilization; Discusses circuit block design for high efficiency of the power stage; Explores implementation details and concepts for integrated passives; Derives models, implements and compares to each other different control mechanisms.