Machine Learning Based Design And Optimization Of High Speed Circuits
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Machine Learning Based Design And Optimization Of High Speed Circuits
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Author : Vazgen Melikyan
language : en
Publisher: Springer Nature
Release Date : 2023-12-30
Machine Learning Based Design And Optimization Of High Speed Circuits written by Vazgen Melikyan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-30 with Computers categories.
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.
Micro Electronic Circuit Design For High Performance Applications
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Author : Dr. S.Sathya
language : en
Publisher: RK Publication
Release Date : 2025-01-28
Micro Electronic Circuit Design For High Performance Applications written by Dr. S.Sathya and has been published by RK Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-28 with Technology & Engineering categories.
Microelectronic Circuit Design for High-Performance Applications is a comprehensive that explores advanced circuit design principles tailored for high-speed, low-power, and efficient electronic systems. Topics such as semiconductor devices, analog and digital circuit design, signal integrity, and power management, the book provides in-depth insights into optimizing performance in modern electronic applications. It integrates theoretical foundations with practical design methodologies, making it valuable for engineers, researchers, and students involved in cutting-edge microelectronics. With a focus on emerging technologies, the addresses challenges in miniaturization, integration, and high-frequency operation, ensuring relevance in contemporary and future electronic design.
Exploring The Intricacies Of Digital And Analog Vlsi
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Author : Guha, Koushik
language : en
Publisher: IGI Global
Release Date : 2025-04-16
Exploring The Intricacies Of Digital And Analog Vlsi written by Guha, Koushik and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-16 with Computers categories.
Advancements in Very Large Scale Integration (VLSI) technology are at the heart of modern electronic innovation, enabling the integration of millions of transistors onto a single chip. This field is essential for developing efficient, high-performance systems that power everything from smartphones to advanced computing technologies. By addressing both digital and analog VLSI design, this topic explores the challenges and solutions involved in optimizing power, signal integrity, and functionality. The impact of VLSI extends across industries, driving technological progress and shaping the future of electronics in an increasingly interconnected world. Exploring the Intricacies of Digital and Analog VLSI explores advanced techniques, practical applications, and emerging trends in both digital and analog VLSI. It consolidates existing knowledge while introducing cutting-edge methodologies and insights, shaping the trajectory of future research endeavors in VLSI. This book covers topics such as electrical engineering, optimization techniques, and computer science, and is a useful resource for engineers, computer scientists, academicians, and researchers.
Advancing Vlsi Through Machine Learning
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Author : Abhishek Narayan Tripathi
language : en
Publisher: CRC Press
Release Date : 2025-03-31
Advancing Vlsi Through Machine Learning written by Abhishek Narayan Tripathi and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-31 with Technology & Engineering categories.
This book explores the synergy between very large-scale integration (VLSI) and machine learning (ML) and its applications across various domains. It investigates how ML techniques can enhance the design and testing of VLSI circuits, improve power efficiency, optimize layouts, and enable novel architectures. This book bridges the gap between VLSI and ML, showcasing the potential of this integration in creating innovative electronic systems, advancing computing capabilities, and paving the way for a new era of intelligent devices and technologies. Additionally, it covers how VLSI technologies can accelerate ML algorithms, enabling more efficient and powerful data processing and inference engines. It explores both hardware and software aspects, covering topics like hardware accelerators, custom hardware for specific ML tasks, and ML-driven optimization techniques for chip design and testing. This book will be helpful for academicians, researchers, postgraduate students, and those working in ML-driven VLSI.
Proceedings Of The 5th International Conference On Data Science Machine Learning And Applications Volume 2
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Author : Amit Kumar
language : en
Publisher: Springer Nature
Release Date : 2024-10-19
Proceedings Of The 5th International Conference On Data Science Machine Learning And Applications Volume 2 written by Amit Kumar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-19 with Computers categories.
This book includes peer reviewed articles from the 5th International Conference on Data Science, Machine Learning and Applications, 2023, held at the G Narayanamma Institute of Technology and Sciences, Hyderabad on 15-16th December, India. ICDSMLA is one of the most prestigious conferences conceptualized in the field of Data Science & Machine Learning offering in-depth information on the latest developments in Artificial Intelligence, Machine Learning, Soft Computing, Human Computer Interaction, and various data science & machine learning applications. It provides a platform for academicians, scientists, researchers and professionals around the world to showcase broad range of perspectives, practices, and technical expertise in these fields. It offers participants the opportunity to stay informed about the latest developments in data science and machine learning.
Advancement Of Intelligent Computational Methods And Technologies
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Author : O.P. Verma
language : en
Publisher: CRC Press
Release Date : 2024-06-30
Advancement Of Intelligent Computational Methods And Technologies written by O.P. Verma and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-30 with Computers categories.
The compiled volume originates from the notable contributions presented at the 1st International Conference on Advancementof Intelligent Computational Methods and Technologies (AICMT2023), which took place in a hybrid format on June 27, 2023,at Delhi Technical Campus, Greater Noida, Uttar Pradesh, India. This comprehensive collection serves as an exploration into the dynamic domain of intelligent computational methods and technologies, offering insights into the latest and upcoming trends in computation methods. AICMT2023’s scope encompasses the evolutionary trajectory of computational methods, addressing pertinent issues in real time implementation, delving into the emergence of new intelligent technologies, exploring next-generation problem-solving methodologies, and other interconnected areas. The conference is strategically designed to spotlight current research trendswithin the field, fostering a vibrant research culture and contributing to the collective knowledge base.
Topology Optimization And Ai Based Design Of Power Electronic And Electrical Devices
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Author : Hajime Igarashi
language : en
Publisher: Elsevier
Release Date : 2024-01-15
Topology Optimization And Ai Based Design Of Power Electronic And Electrical Devices written by Hajime Igarashi and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-15 with Technology & Engineering categories.
Topology Optimization and AI-based Design of Power Electronic and Electrical Devices: Principles and Methods provides an essential foundation in the emergent design methodology as it moves towards commercial development in such electrical devices as traction motors for electric motors, transformers, inductors, reactors and power electronics circuits. Opening with an introduction to electromagnetism and computational electromagnetics for optimal design, the work outlines principles and foundations in finite element methods and illustrates numerical techniques useful for finite element analysis. It summarizes the foundations of deterministic and stochastic optimization methods, including genetic algorithm, particle swarm optimization and simulated annealing, alongside representative algorithms. The work goes on to discuss parameter optimization and topology optimization of electrical devices alongside current implementations including magnetic shields, 2D and 3D models of electric motors, and wireless power transfer devices. The work concludes with a lengthy exposition of AI-based design methods, including surrogate models for optimization, deep neural networks, and automatic design methods using Monte-Carlo tree searches for electrical devices and circuits. - Assists researchers and design engineers in applying emergent topology design optimization to power electronics and electrical device design, supported by step-by-step methods, heuristic derivation, and pseudocodes - Proposes unique formulations of AI-based design for electrical devices using Monte Carlo tree search and other machine learning methods - Is richly accompanied by detailed numerical examples and repletes with computational support materials in algorithms and explanatory formulae - Includes access to pedagogical videos on topics including the evolutionary process of topology optimization, the distribution of genetic algorithms, and CMA-ES
Machine Learning Applications In Electronic Design Automation
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Author : Haoxing Ren
language : en
Publisher: Springer Nature
Release Date : 2023-01-01
Machine Learning Applications In Electronic Design Automation written by Haoxing Ren and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-01 with Technology & Engineering categories.
This book serves as a single-source reference to key machine learning (ML) applications and methods in digital and analog design and verification. Experts from academia and industry cover a wide range of the latest research on ML applications in electronic design automation (EDA), including analysis and optimization of digital design, analysis and optimization of analog design, as well as functional verification, FPGA and system level designs, design for manufacturing (DFM), and design space exploration. The authors also cover key ML methods such as classical ML, deep learning models such as convolutional neural networks (CNNs), graph neural networks (GNNs), generative adversarial networks (GANs) and optimization methods such as reinforcement learning (RL) and Bayesian optimization (BO). All of these topics are valuable to chip designers and EDA developers and researchers working in digital and analog designs and verification.
Ic Design Guidelines Technologies And Implementations For High Speed Circuits
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Author : Pasquale De Marco
language : en
Publisher: Pasquale De Marco
Release Date : 2025-07-26
Ic Design Guidelines Technologies And Implementations For High Speed Circuits written by Pasquale De Marco and has been published by Pasquale De Marco this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-26 with Technology & Engineering categories.
Unleash the power of high-speed circuit design with this comprehensive guide, meticulously crafted to empower you with the knowledge and skills to navigate the cutting-edge technologies shaping this dynamic field. Spanning the fundamentals of integrated circuit (IC) design to the intricacies of advanced technologies like silicon photonics and quantum computing, this book is your ultimate resource for understanding the complexities of high-speed circuits. Delve into the intricacies of digital, analog, and mixed-signal circuit design, gaining insights into the methodologies and challenges encountered in creating high-performance circuits. Explore the latest advancements in semiconductor technologies, unraveling the characteristics of transistors, passive components, and interconnect technologies. Discover the intricacies of high-speed PCB design, mastering signal integrity and noise considerations. With a focus on practical applications, this book provides a wealth of knowledge on design methodologies, simulation techniques, and implementation strategies. Learn the art of partitioning, floorplanning, and routing, optimizing your designs for performance and manufacturability. Delve into the complexities of system integration, tackling power delivery, thermal management, and signal integrity challenges. Join us on an exhilarating journey through the realm of high-speed circuits, where innovation and creativity converge to shape the future of electronics. Prepare to explore the depths of this captivating domain and unlock the secrets to designing circuits that operate at lightning speeds. This book caters to the needs of engineers, researchers, and students who aspire to contribute to the rapidly growing field of high-speed circuit design. With its in-depth explanations, practical insights, and thought-provoking discussions, it equips readers with the knowledge and understanding necessary to create groundbreaking circuits that push the boundaries of performance and efficiency. Embark on a transformative learning experience that will empower you to design high-speed circuits with confidence, ensuring that your electronic systems operate at the cutting-edge of performance. If you like this book, write a review!
Advancements In Optoelectronics
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Author : Dr. M. Irshad Ahamed
language : en
Publisher: Chyren Publication
Release Date : 2025-03-10
Advancements In Optoelectronics written by Dr. M. Irshad Ahamed and has been published by Chyren Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-10 with Antiques & Collectibles categories.