From Variability Tolerance To Approximate Computing In Parallel Integrated Architectures And Accelerators
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From Variability Tolerance To Approximate Computing In Parallel Integrated Architectures And Accelerators
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Author : Abbas Rahimi
language : en
Publisher: Springer
Release Date : 2017-04-23
From Variability Tolerance To Approximate Computing In Parallel Integrated Architectures And Accelerators written by Abbas Rahimi and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-23 with Technology & Engineering categories.
This book focuses on computing devices and their design at various levels to combat variability. The authors provide a review of key concepts with particular emphasis on timing errors caused by various variability sources. They discuss methods to predict and prevent, detect and correct, and finally conditions under which such errors can be accepted; they also consider their implications on cost, performance and quality. Coverage includes a comparative evaluation of methods for deployment across various layers of the system from circuits, architecture, to application software. These can be combined in various ways to achieve specific goals related to observability and controllability of the variability effects, providing means to achieve cross layer or hybrid resilience.
Parallel Computing Architectures And Apis
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Author : Vivek Kale
language : en
Publisher: CRC Press
Release Date : 2019-12-06
Parallel Computing Architectures And Apis written by Vivek Kale and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-06 with Computers categories.
Parallel Computing Architectures and APIs: IoT Big Data Stream Processing commences from the point high-performance uniprocessors were becoming increasingly complex, expensive, and power-hungry. A basic trade-off exists between the use of one or a small number of such complex processors, at one extreme, and a moderate to very large number of simpler processors, at the other. When combined with a high-bandwidth, interprocessor communication facility leads to significant simplification of the design process. However, two major roadblocks prevent the widespread adoption of such moderately to massively parallel architectures: the interprocessor communication bottleneck, and the difficulty and high cost of algorithm/software development. One of the most important reasons for studying parallel computing architectures is to learn how to extract the best performance from parallel systems. Specifically, you must understand its architectures so that you will be able to exploit those architectures during programming via the standardized APIs. This book would be useful for analysts, designers and developers of high-throughput computing systems essential for big data stream processing emanating from IoT-driven cyber-physical systems (CPS). This pragmatic book: Devolves uniprocessors in terms of a ladder of abstractions to ascertain (say) performance characteristics at a particular level of abstraction Explains limitations of uniprocessor high performance because of Moore’s Law Introduces basics of processors, networks and distributed systems Explains characteristics of parallel systems, parallel computing models and parallel algorithms Explains the three primary categorical representatives of parallel computing architectures, namely, shared memory, message passing and stream processing Introduces the three primary categorical representatives of parallel programming APIs, namely, OpenMP, MPI and CUDA Provides an overview of Internet of Things (IoT), wireless sensor networks (WSN), sensor data processing, Big Data and stream processing Provides introduction to 5G communications, Edge and Fog computing Parallel Computing Architectures and APIs: IoT Big Data Stream Processing discusses stream processing that enables the gathering, processing and analysis of high-volume, heterogeneous, continuous Internet of Things (IoT) big data streams, to extract insights and actionable results in real time. Application domains requiring data stream management include military, homeland security, sensor networks, financial applications, network management, web site performance tracking, real-time credit card fraud detection, etc.
Dependable Embedded Systems
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Author : Jörg Henkel
language : en
Publisher: Springer Nature
Release Date : 2020-12-09
Dependable Embedded Systems written by Jörg Henkel and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-09 with Technology & Engineering categories.
This Open Access book introduces readers to many new techniques for enhancing and optimizing reliability in embedded systems, which have emerged particularly within the last five years. This book introduces the most prominent reliability concerns from today’s points of view and roughly recapitulates the progress in the community so far. Unlike other books that focus on a single abstraction level such circuit level or system level alone, the focus of this book is to deal with the different reliability challenges across different levels starting from the physical level all the way to the system level (cross-layer approaches). The book aims at demonstrating how new hardware/software co-design solution can be proposed to ef-fectively mitigate reliability degradation such as transistor aging, processor variation, temperature effects, soft errors, etc. Provides readers with latest insights into novel, cross-layer methods and models with respect to dependability of embedded systems; Describes cross-layer approaches that can leverage reliability through techniques that are pro-actively designed with respect to techniques at other layers; Explains run-time adaptation and concepts/means of self-organization, in order to achieve error resiliency in complex, future many core systems.
Practical High Performance Computing
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-14
Practical High Performance Computing written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-14 with Computers categories.
"Practical High Performance Computing" "Practical High Performance Computing" offers a comprehensive and accessible guide to the rapidly evolving field of high performance computing (HPC). This expertly structured book takes readers on a journey through the historical evolution of HPC architectures, delving into the intricate details of modern CPUs, GPUs, memory hierarchies, interconnects, and storage technologies. Each chapter is carefully designed to provide foundational understanding, from the basics of system design and energy efficiency to cutting-edge developments in exascale computing, cloud-based platforms, and sustainable computing initiatives—the essential context for both newcomers and experienced practitioners seeking a holistic view of HPC systems. The book excels in bridging theory and practice, presenting advanced programming paradigms and performance optimization strategies through practical, real-world case studies. Readers will master parallel programming with MPI, OpenMP, and emerging models, explore robust software ecosystems, and gain insights into job management, distributed workflows, and security best practices. In-depth discussions on scalable algorithms, high-performance I/O, benchmarking, and diagnostics equip users with the tools needed to maximize computational efficiency and reliability, whether for scientific research, AI integration, or data-driven discovery across diverse domains like genomics, climate modeling, or astrophysics. Looking toward the future, "Practical High Performance Computing" investigates the open problems and emerging trends shaping the next generation of supercomputing. With thoughtful coverage of topics such as AI-driven optimization, extreme heterogeneity, software portability, resilience, quantum and neuromorphic interfaces, and the socioeconomic dimensions of HPC democratization, this book stands as an indispensable, forward-looking handbook. It is tailored for engineers, researchers, IT professionals, and students who aspire to excel at the intersection of computational science, scalable infrastructure, and innovative software in the era of massive-scale computing.
Scientific And Technical Aerospace Reports
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Author :
language : en
Publisher:
Release Date : 1994
Scientific And Technical Aerospace Reports written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Aeronautics categories.
Artificial Intelligence Chips And Data Engineering The Semiconductor Revolution For The Next Technological Era
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Author : Botlagunta Preethish Nandan
language : en
Publisher: Deep Science Publishing
Release Date : 2025-05-07
Artificial Intelligence Chips And Data Engineering The Semiconductor Revolution For The Next Technological Era written by Botlagunta Preethish Nandan and has been published by Deep Science Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-07 with Computers categories.
The 21st century is witnessing a profound technological transformation, with artificial intelligence (AI) at its epicenter. As AI algorithms become increasingly sophisticated, their insatiable demand for processing power and data throughput is pushing the boundaries of what traditional computing infrastructures can offer. At the heart of this evolution lies the semiconductor industry—reimagining its core principles to engineer chips that are not only faster and more efficient but also intelligent and adaptable. This book is born out of the urgent need to explore the critical intersection between AI and semiconductor innovation. It provides a comprehensive view of how custom-designed AI chips—such as GPUs, TPUs, FPGAs, and neuromorphic processors—are redefining performance benchmarks and unlocking capabilities that were once the realm of science fiction. We delve into the fundamental principles behind AI-centric chip design, the data pipelines that feed them, and the architectural innovations enabling real-time learning, inference, and massive parallelism. From edge computing to hyperscale data centers, the book investigates how data movement, storage, and processing are being reengineered to support the next wave of AI applications, including autonomous systems, natural language understanding, predictive analytics, and more. Equally important, this work sheds light on the global semiconductor ecosystem, including the geopolitical, economic, and environmental factors shaping chip manufacturing and supply chains. As AI continues to permeate every sector—healthcare, finance, defense, education, and beyond—the role of AI chips becomes increasingly strategic. Whether you're a researcher, engineer, policymaker, or tech enthusiast, this book aims to equip you with a deep understanding of the technological forces propelling us into a new era of intelligent machines. It is both a chronicle of current breakthroughs and a roadmap for future innovation. Welcome to the frontier of AI and semiconductors, where data meets silicon to redefine what's possible.
Silicon Photonics For High Performance Computing And Beyond
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Author : Mahdi Nikdast
language : en
Publisher: CRC Press
Release Date : 2021-11-16
Silicon Photonics For High Performance Computing And Beyond written by Mahdi Nikdast and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-16 with Technology & Engineering categories.
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.
On Chip Communication Architectures
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Author : Sudeep Pasricha
language : en
Publisher: Morgan Kaufmann
Release Date : 2010-07-28
On Chip Communication Architectures written by Sudeep Pasricha and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-07-28 with Technology & Engineering categories.
Over the past decade, system-on-chip (SoC) designs have evolved to address the ever increasing complexity of applications, fueled by the era of digital convergence. Improvements in process technology have effectively shrunk board-level components so they can be integrated on a single chip. New on-chip communication architectures have been designed to support all inter-component communication in a SoC design. These communication architecture fabrics have a critical impact on the power consumption, performance, cost and design cycle time of modern SoC designs. As application complexity strains the communication backbone of SoC designs, academic and industrial R&D efforts and dollars are increasingly focused on communication architecture design. On-Chip Communication Architecures is a comprehensive reference on concepts, research and trends in on-chip communication architecture design. It will provide readers with a comprehensive survey, not available elsewhere, of all current standards for on-chip communication architectures. - A definitive guide to on-chip communication architectures, explaining key concepts, surveying research efforts and predicting future trends - Detailed analysis of all popular standards for on-chip communication architectures - Comprehensive survey of all research on communication architectures, covering a wide range of topics relevant to this area, spanning the past several years, and up to date with the most current research efforts - Future trends that with have a significant impact on research and design of communication architectures over the next several years
Dissertation Abstracts International
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Author :
language : en
Publisher:
Release Date : 2009
Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Dissertations, Academic categories.
International Aerospace Abstracts
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Author :
language : en
Publisher:
Release Date : 1999
International Aerospace Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Aeronautics categories.