VLSI and Hardware Implementations using Modern Machine Learning Methods

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Publisher : CRC Press
ISBN 13 : 1000523845
Total Pages : 292 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis VLSI and Hardware Implementations using Modern Machine Learning Methods by : Sandeep Saini

Download or read book VLSI and Hardware Implementations using Modern Machine Learning Methods written by Sandeep Saini and published by CRC Press. This book was released on 2021-12-31 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning is a potential solution to resolve bottleneck issues in VLSI via optimizing tasks in the design process. This book aims to provide the latest machine-learning–based methods, algorithms, architectures, and frameworks designed for VLSI design. The focus is on digital, analog, and mixed-signal design techniques, device modeling, physical design, hardware implementation, testability, reconfigurable design, synthesis and verification, and related areas. Chapters include case studies as well as novel research ideas in the given field. Overall, the book provides practical implementations of VLSI design, IC design, and hardware realization using machine learning techniques. Features: Provides the details of state-of-the-art machine learning methods used in VLSI design Discusses hardware implementation and device modeling pertaining to machine learning algorithms Explores machine learning for various VLSI architectures and reconfigurable computing Illustrates the latest techniques for device size and feature optimization Highlights the latest case studies and reviews of the methods used for hardware implementation This book is aimed at researchers, professionals, and graduate students in VLSI, machine learning, electrical and electronic engineering, computer engineering, and hardware systems.

2015 ACM/IEEE International Workshop on System Level Interconnect Prediction (SLIP)

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Publisher :
ISBN 13 : 9781467381895
Total Pages : pages
Book Rating : 4.3/5 (818 download)

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Book Synopsis 2015 ACM/IEEE International Workshop on System Level Interconnect Prediction (SLIP) by :

Download or read book 2015 ACM/IEEE International Workshop on System Level Interconnect Prediction (SLIP) written by and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Introduction to VLSI Design Flow

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Author :
Publisher : Cambridge University Press
ISBN 13 : 100920081X
Total Pages : 715 pages
Book Rating : 4.0/5 (92 download)

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Book Synopsis Introduction to VLSI Design Flow by : Sneh Saurabh

Download or read book Introduction to VLSI Design Flow written by Sneh Saurabh and published by Cambridge University Press. This book was released on 2023-06-15 with total page 715 pages. Available in PDF, EPUB and Kindle. Book excerpt: A textbook on the fundamentals of VLSI design flow, covering the various stages of design implementation, verification, and testing.

Machine Learning Techniques for VLSI Chip Design

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Publisher : John Wiley & Sons
ISBN 13 : 1119910471
Total Pages : 244 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Machine Learning Techniques for VLSI Chip Design by : Abhishek Kumar

Download or read book Machine Learning Techniques for VLSI Chip Design written by Abhishek Kumar and published by John Wiley & Sons. This book was released on 2023-06-26 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: MACHINE LEARNING TECHNIQUES FOR VLSI CHIP DESIGN This cutting-edge new volume covers the hardware architecture implementation, the software implementation approach, the efficient hardware of machine learning applications with FPGA or CMOS circuits, and many other aspects and applications of machine learning techniques for VLSI chip design. Artificial intelligence (AI) and machine learning (ML) have, or will have, an impact on almost every aspect of our lives and every device that we own. AI has benefitted every industry in terms of computational speeds, accurate decision prediction, efficient machine learning (ML), and deep learning (DL) algorithms. The VLSI industry uses the electronic design automation tool (EDA), and the integration with ML helps in reducing design time and cost of production. Finding defects, bugs, and hardware Trojans in the design with ML or DL can save losses during production. Constraints to ML-DL arise when having to deal with a large set of training datasets. This book covers the learning algorithm for floor planning, routing, mask fabrication, and implementation of the computational architecture for ML-DL. The future aspect of the ML-DL algorithm is to be available in the format of an integrated circuit (IC). A user can upgrade to the new algorithm by replacing an IC. This new book mainly deals with the adaption of computation blocks like hardware accelerators and novel nano-material for them based upon their application and to create a smart solution. This exciting new volume is an invaluable reference for beginners as well as engineers, scientists, researchers, and other professionals working in the area of VLSI architecture development.

Silicon Photonics for High-Performance Computing and Beyond

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Publisher : CRC Press
ISBN 13 : 1000480143
Total Pages : 391 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Silicon Photonics for High-Performance Computing and Beyond by : Mahdi Nikdast

Download or read book Silicon Photonics for High-Performance Computing and Beyond written by Mahdi Nikdast and published by CRC Press. This book was released on 2021-11-16 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: Silicon photonics is beginning to play an important role in driving innovations in communication and computation for an increasing number of applications, from health care and biomedical sensors to autonomous driving, datacenter networking, and security. In recent years, there has been a significant amount of effort in industry and academia to innovate, design, develop, analyze, optimize, and fabricate systems employing silicon photonics, shaping the future of not only Datacom and telecom technology but also high-performance computing and emerging computing paradigms, such as optical computing and artificial intelligence. Different from existing books in this area, Silicon Photonics for High-Performance Computing and Beyond presents a comprehensive overview of the current state-of-the-art technology and research achievements in applying silicon photonics for communication and computation. It focuses on various design, development, and integration challenges, reviews the latest advances spanning materials, devices, circuits, systems, and applications. Technical topics discussed in the book include: • Requirements and the latest advances in high-performance computing systems • Device- and system-level challenges and latest improvements to deploy silicon photonics in computing systems • Novel design solutions and design automation techniques for silicon photonic integrated circuits • Novel materials, devices, and photonic integrated circuits on silicon • Emerging computing technologies and applications based on silicon photonics Silicon Photonics for High-Performance Computing and Beyond presents a compilation of 19 outstanding contributions from academic and industry pioneers in the field. The selected contributions present insightful discussions and innovative approaches to understand current and future bottlenecks in high-performance computing systems and traditional computing platforms, and the promise of silicon photonics to address those challenges. It is ideal for researchers and engineers working in the photonics, electrical, and computer engineering industries as well as academic researchers and graduate students (M.S. and Ph.D.) in computer science and engineering, electronic and electrical engineering, applied physics, photonics, and optics.

VLSI-SoC: New Technology Enabler

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Publisher : Springer Nature
ISBN 13 : 3030532739
Total Pages : 355 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis VLSI-SoC: New Technology Enabler by : Carolina Metzler

Download or read book VLSI-SoC: New Technology Enabler written by Carolina Metzler and published by Springer Nature. This book was released on 2020-07-22 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains extended and revised versions of the best papers presented at the 27th IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019, held in Cusco, Peru, in October 2019. The 15 full papers included in this volume were carefully reviewed and selected from the 28 papers (out of 82 submissions) presented at the conference. The papers discuss the latest academic and industrial results and developments as well as future trends in the field of System-on-Chip (SoC) design, considering the challenges of nano-scale, state-of-the-art and emerging manufacturing technologies. In particular they address cutting-edge research fields like heterogeneous, neuromorphic and brain-inspired, biologically-inspired, approximate computing systems.

Applied Reconfigurable Computing

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Publisher : Springer
ISBN 13 : 3319162144
Total Pages : 564 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Applied Reconfigurable Computing by : Kentaro Sano

Download or read book Applied Reconfigurable Computing written by Kentaro Sano and published by Springer. This book was released on 2015-03-30 with total page 564 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Symposium on Applied Reconfigurable Computing, ARC 2015, held in Bochum, Germany, in April 2015. The 23 full papers and 20 short papers presented in this volume were carefully reviewed and selected from 85 submissions. They are organized in topical headings named: architecture and modeling; tools and compilers; systems and applications; network-on-a-chip; cryptography applications; extended abstracts of posters. In addition, the book contains invited papers on funded R&D - running and completed projects and Horizon 2020 funded projects.

Frontiers of Quality Electronic Design (QED)

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Publisher : Springer Nature
ISBN 13 : 3031163443
Total Pages : 690 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Frontiers of Quality Electronic Design (QED) by : Ali Iranmanesh

Download or read book Frontiers of Quality Electronic Design (QED) written by Ali Iranmanesh and published by Springer Nature. This book was released on 2023-01-11 with total page 690 pages. Available in PDF, EPUB and Kindle. Book excerpt: Quality Electronic Design (QED)’s landscape spans a vast region where territories of many participating disciplines and technologies overlap. This book explores the latest trends in several key topics related to quality electronic design, with emphasis on Hardware Security, Cybersecurity, Machine Learning, and application of Artificial Intelligence (AI). The book includes topics in nonvolatile memories (NVM), Internet of Things (IoT), FPGA, and Neural Networks.

Optical Fiber Telecommunications VIA

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Publisher : Elsevier Inc. Chapters
ISBN 13 : 0128060662
Total Pages : 59 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Optical Fiber Telecommunications VIA by : Jason Orcutt

Download or read book Optical Fiber Telecommunications VIA written by Jason Orcutt and published by Elsevier Inc. Chapters. This book was released on 2013-05-03 with total page 59 pages. Available in PDF, EPUB and Kindle. Book excerpt: This chapter introduces optical interconnects as a possible solution to the emerging performance wall in high-density supercomputer applications, arising from limited bandwidth and density of on-chip interconnects and chip-to-chip (processor-to-memory) electrical interfaces. The chapter focuses on the translation of system and link level performance metrics to photonic component requirements. The topics to be developed include the network topology, photonic link components, circuit and system design for photonic links.

ICT - Energy Concepts for Energy Efficiency and Sustainability

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Author :
Publisher : BoD – Books on Demand
ISBN 13 : 9535130110
Total Pages : 252 pages
Book Rating : 4.5/5 (351 download)

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Book Synopsis ICT - Energy Concepts for Energy Efficiency and Sustainability by : Giorgos Fagas

Download or read book ICT - Energy Concepts for Energy Efficiency and Sustainability written by Giorgos Fagas and published by BoD – Books on Demand. This book was released on 2017-03-22 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a previous volume (ICT-Energy-Concepts Towards Zero-Power ICT; referenced below as Vol. 1), we addressed some of the fundamentals related to bridging the gap between the amount of energy required to operate portable/mobile ICT systems and the amount of energy available from ambient sources. The only viable solution appears to be to attack the gap from both sides, i.e. to reduce the amount of energy dissipated during computation and to improve the efficiency in energy-harvesting technologies. In this book, we build on those concepts and continue the discussion on energy efficiency and sustainability by addressing the minimisation of energy consumption at different levels across the ICT system stack, from hardware to software, as well as discussing energy consumption issues in high-performance computing (HPC), data centres and communication in sensor networks. This book was realised thanks to the contribution of the project ‘Coordinating Research Efforts of the ICT-Energy Community’ funded from the European Union under the Future and Emerging Technologies (FET) area of the Seventh Framework Programme for Research and Technological Development (grant agreement n. 611004).

Fundamentals of Electromigration-Aware Integrated Circuit Design

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Author :
Publisher : Springer
ISBN 13 : 3319735586
Total Pages : 171 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Fundamentals of Electromigration-Aware Integrated Circuit Design by : Jens Lienig

Download or read book Fundamentals of Electromigration-Aware Integrated Circuit Design written by Jens Lienig and published by Springer. This book was released on 2018-02-23 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides a comprehensive overview of electromigration and its effects on the reliability of electronic circuits. It introduces the physical process of electromigration, which gives the reader the requisite understanding and knowledge for adopting appropriate counter measures. A comprehensive set of options is presented for modifying the present IC design methodology to prevent electromigration. Finally, the authors show how specific effects can be exploited in present and future technologies to reduce electromigration’s negative impact on circuit reliability.

Modeling and Design of Secure Internet of Things

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Publisher : John Wiley & Sons
ISBN 13 : 1119593395
Total Pages : 704 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Modeling and Design of Secure Internet of Things by : Charles A. Kamhoua

Download or read book Modeling and Design of Secure Internet of Things written by Charles A. Kamhoua and published by John Wiley & Sons. This book was released on 2020-06-11 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential guide to the modeling and design techniques for securing systems that utilize the Internet of Things Modeling and Design of Secure Internet of Things offers a guide to the underlying foundations of modeling secure Internet of Things' (IoT) techniques. The contributors—noted experts on the topic—also include information on practical design issues that are relevant for application in the commercial and military domains. They also present several attack surfaces in IoT and secure solutions that need to be developed to reach their full potential. The book offers material on security analysis to help with in understanding and quantifying the impact of the new attack surfaces introduced by IoT deployments. The authors explore a wide range of themes including: modeling techniques to secure IoT, game theoretic models, cyber deception models, moving target defense models, adversarial machine learning models in military and commercial domains, and empirical validation of IoT platforms. This important book: Presents information on game-theory analysis of cyber deception Includes cutting-edge research finding such as IoT in the battlefield, advanced persistent threats, and intelligent and rapid honeynet generation Contains contributions from an international panel of experts Addresses design issues in developing secure IoT including secure SDN-based network orchestration, networked device identity management, multi-domain battlefield settings, and smart cities Written for researchers and experts in computer science and engineering, Modeling and Design of Secure Internet of Things contains expert contributions to provide the most recent modeling and design techniques for securing systems that utilize Internet of Things.

Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing

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Publisher : Springer Nature
ISBN 13 : 303119568X
Total Pages : 418 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing by : Sudeep Pasricha

Download or read book Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing written by Sudeep Pasricha and published by Springer Nature. This book was released on 2023-11-01 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits.

Machine Learning Applications in Electronic Design Automation

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Publisher : Springer Nature
ISBN 13 : 303113074X
Total Pages : 585 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Machine Learning Applications in Electronic Design Automation by : Haoxing Ren

Download or read book Machine Learning Applications in Electronic Design Automation written by Haoxing Ren and published by Springer Nature. This book was released on 2023-01-01 with total page 585 pages. Available in PDF, EPUB and Kindle. Book excerpt: ​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.

Carbon Nanotubes for Next Generation Electrical and Electronic Components

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Author :
Publisher : Ashok Yakkaldevi
ISBN 13 : 1312718463
Total Pages : 100 pages
Book Rating : 4.3/5 (127 download)

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Book Synopsis Carbon Nanotubes for Next Generation Electrical and Electronic Components by : Dr. R. Femi

Download or read book Carbon Nanotubes for Next Generation Electrical and Electronic Components written by Dr. R. Femi and published by Ashok Yakkaldevi. This book was released on 2023-04-08 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt: Electrical and Electronics Components using Copper (Cu) and Aluminium (Al) as a conducting material for many decades. This work presents the use of Carbon Nano Tubes (CNT) material to replace the traditional electrical and electronics conductive material. Also this work extensively reviewed the use of CNTs for the applications such as transformers, inductors, cables, connectors and motors which can considerably reduce the size and weight of the electrical components. Also, CNTs can be used as a electrical interconnect and bond wire material in electronics semiconductor devices. CNTs are promising conductive material for next generation electrical and electronics devices

Architecture of Computing Systems – ARCS 2018

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Publisher : Springer
ISBN 13 : 331977610X
Total Pages : 329 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Architecture of Computing Systems – ARCS 2018 by : Mladen Berekovic

Download or read book Architecture of Computing Systems – ARCS 2018 written by Mladen Berekovic and published by Springer. This book was released on 2018-04-05 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 31st International Conference on Architecture of Computing Systems, ARCS 2018, held in Braunschweig, Germany, in April 2018. The 23 full papers presented in this volume were carefully reviewed and selected from 53 submissions. ARCS has always been a conference attracting leading-edge research outcomes in Computer Architecture and Operating Systems, including a wide spectrum of topics ranging from embedded and real-time systems all the way to large-scale and parallel systems.

Optimal Interconnection Trees in the Plane

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Publisher : Springer
ISBN 13 : 3319139150
Total Pages : 359 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Optimal Interconnection Trees in the Plane by : Marcus Brazil

Download or read book Optimal Interconnection Trees in the Plane written by Marcus Brazil and published by Springer. This book was released on 2015-04-13 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores fundamental aspects of geometric network optimisation with applications to a variety of real world problems. It presents, for the first time in the literature, a cohesive mathematical framework within which the properties of such optimal interconnection networks can be understood across a wide range of metrics and cost functions. The book makes use of this mathematical theory to develop efficient algorithms for constructing such networks, with an emphasis on exact solutions. Marcus Brazil and Martin Zachariasen focus principally on the geometric structure of optimal interconnection networks, also known as Steiner trees, in the plane. They show readers how an understanding of this structure can lead to practical exact algorithms for constructing such trees. The book also details numerous breakthroughs in this area over the past 20 years, features clearly written proofs, and is supported by 135 colour and 15 black and white figures. It will help graduate students, working mathematicians, engineers and computer scientists to understand the principles required for designing interconnection networks in the plane that are as cost efficient as possible.