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Optimizing Power Reliability In Mobile Computing With Dvfs
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Book Synopsis Optimizing Power & Reliability in Mobile Computing with DVFS by : Somdip Dey
Download or read book Optimizing Power & Reliability in Mobile Computing with DVFS written by Somdip Dey and published by Somdip Dey. This book was released on 2023-05-10 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: Low power mobile computing systems such as smartphones and wearables have become an integral part of our daily lives and are used in various ways to enhance our daily lives. Majority of modern mobile computing systems are powered by multi-processor System-on-a-Chip (MPSoC), where multiple processing elements are utilized on a single chip. Given the fact that these devices are battery operated most of the times, thus, have limited power supply and the key challenges include catering for performance while reducing the power consumption. Moreover, the reliability in terms of lifespan of these devices are also affected by the peak thermal behaviour on the device, which retrospectively also make such devices vulnerable to temperature side-channel attack. This book is concerned with performing Dynamic Voltage and Frequency Scaling (DVFS) on different processing elements such as CPU & GPU, and memory unit such as RAM to address the aforementioned challenges. Firstly, we design a Computer Vision based machine learning technique to classify applications automatically into different categories of workload such that DVFS could be performed on the CPU to reduce the power consumption of the device while executing the application. Secondly, we develop a reinforcement learning based agent to perform DVFS on CPU and GPU while considering the user's interaction with such devices to optimize power consumption and thermal behaviour. Next, we develop a heuristic based automated agent to perform DVFS on CPU, GPU and RAM to optimize the same while executing an application. Finally, we explored the affect of DVFS on CPUs leading to vulnerabilities against temperature side-channel attack and hence, we also designed a methodology to secure against such attack while improving the reliability in terms of lifespan of such devices. This book is based on the doctoral thesis titled, "Novel DVFS Methodologies For Power-Efficient Mobile MPSoC." Cite: Dey, Somdip (2023) Novel DVFS Methodologies For Power-Efficient Mobile MPSoC. Doctoral thesis, University of Essex.
Book Synopsis Long-Term Reliability of Nanometer VLSI Systems by : Sheldon Tan
Download or read book Long-Term Reliability of Nanometer VLSI Systems written by Sheldon Tan and published by Springer Nature. This book was released on 2019-09-12 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with a detailed reference regarding two of the most important long-term reliability and aging effects on nanometer integrated systems, electromigrations (EM) for interconnect and biased temperature instability (BTI) for CMOS devices. The authors discuss in detail recent developments in the modeling, analysis and optimization of the reliability effects from EM and BTI induced failures at the circuit, architecture and system levels of abstraction. Readers will benefit from a focus on topics such as recently developed, physics-based EM modeling, EM modeling for multi-segment wires, new EM-aware power grid analysis, and system level EM-induced reliability optimization and management techniques. Reviews classic Electromigration (EM) models, as well as existing EM failure models and discusses the limitations of those models; Introduces a dynamic EM model to address transient stress evolution, in which wires are stressed under time-varying current flows, and the EM recovery effects. Also includes new, parameterized equivalent DC current based EM models to address the recovery and transient effects; Presents a cross-layer approach to transistor aging modeling, analysis and mitigation, spanning multiple abstraction levels; Equips readers for EM-induced dynamic reliability management and energy or lifetime optimization techniques, for many-core dark silicon microprocessors, embedded systems, lower power many-core processors and datacenters.
Book Synopsis Green Mobile Cloud Computing by : Debashis De
Download or read book Green Mobile Cloud Computing written by Debashis De and published by Springer Nature. This book was released on 2022-10-06 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: The primary purpose of this book is to present the state-of-the-art of mobile cloud computing and applications with an emphasis on energy-efficiency. The future research directions are also highlighted in this book to enrich the global market-place of mobile cloud computing services facilitating the scientific, industrial, business, and consumer applications. We expect that the book will serve as a reference to a large number of readers including researchers, system architects, practitioners, and graduate-level students. This book focuses on an emerging area that has considerable research interest, momentum, and interest of commercial developers. The target reader of this book are professional developers, under-graduate and post-graduate students, and researchers. As mobile cloud computing, as well as green computing, will have a major impact on the quality of science and society over the next few years, its knowledge will enrich our readers to be at the forefront of the field. This book reports the latest research advances in the area of green mobile cloud computing. The book covers the architecture, services, methods, applications, and future research directions of green mobile cloud computing.
Book Synopsis Parallel Architectures, Algorithms and Programming by : Li Ning
Download or read book Parallel Architectures, Algorithms and Programming written by Li Ning and published by Springer Nature. This book was released on 2021-02-06 with total page 453 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Symposium on Parallel Architectures, Algorithms and Programming, PAAP 2020, held in Shenzhen, China, in December 2020. The 37 revised full papers presented were carefully reviewed and selected from 75 submissions. The papers deal with research results and development activities in all aspects of parallel architectures, algorithms and programming techniques.
Book Synopsis High-Performance Embedded Computing by : Marilyn Wolf
Download or read book High-Performance Embedded Computing written by Marilyn Wolf and published by Newnes. This book was released on 2014-03-17 with total page 507 pages. Available in PDF, EPUB and Kindle. Book excerpt: High-Performance Embedded Computing, Second Edition, combines leading-edge research with practical guidance in a variety of embedded computing topics, including real-time systems, computer architecture, and low-power design. Author Marilyn Wolf presents a comprehensive survey of the state of the art, and guides you to achieve high levels of performance from the embedded systems that bring these technologies together. The book covers CPU design, operating systems, multiprocessor programs and architectures, and much more. Embedded computing is a key component of cyber-physical systems, which combine physical devices with computational resources for control and communication. This revised edition adds new content and examples of cyber-physical systems throughout the book, including design methodologies, scheduling, and wide-area CPS to illustrate the possibilities of these new systems. - Revised and updated with coverage of recently developed consumer electronics architectures and models of computing - Includes new VLIW processors such as the TI Da Vinci, and CPU simulation - Learn model-based verification and middleware for embedded systems - Supplemental material includes lecture slides, labs, and additional resources
Book Synopsis Quality, Reliability, Security and Robustness in Heterogeneous Systems by : Victor C. M. Leung
Download or read book Quality, Reliability, Security and Robustness in Heterogeneous Systems written by Victor C. M. Leung and published by Springer Nature. This book was released on with total page 509 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Handbook of Whale Optimization Algorithm by : Seyedali Mirjalili
Download or read book Handbook of Whale Optimization Algorithm written by Seyedali Mirjalili and published by Elsevier. This book was released on 2023-11-24 with total page 688 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of Whale Optimization Algorithm: Variants, Hybrids, Improvements, and Applications provides the most in-depth look at an emerging meta-heuristic that has been widely used in both science and industry. Whale Optimization Algorithm has been cited more than 5000 times in Google Scholar, thus solving optimization problems using this algorithm requires addressing a number of challenges including multiple objectives, constraints, binary decision variables, large-scale search space, dynamic objective function, and noisy parameters to name a few. This handbook provides readers with in-depth analysis of this algorithm and existing methods in the literature to cope with such challenges. The authors and editors also propose several improvements, variants and hybrids of this algorithm. Several applications are also covered to demonstrate the applicability of methods in this book. Provides in-depth analysis of equations, mathematical models and mechanisms of the Whale Optimization Algorithm Proposes different variants of the Whale Optimization Algorithm to solve binary, multiobjective, noisy, dynamic and combinatorial optimization problems Demonstrates how to design, develop and test different hybrids of Whale Optimization Algorithm Introduces several application areas of the Whale Optimization Algorithm, focusing on sustainability Includes source code from applications and algorithms that is available online
Book Synopsis Computer Memory and Data Storage by : Azam Seyedi
Download or read book Computer Memory and Data Storage written by Azam Seyedi and published by BoD – Books on Demand. This book was released on 2024-01-10 with total page 86 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer Memory and Data Storage presents a comprehensive exploration of the intricacies of memory design, delving into the challenges and advanced techniques involved in optimizing power consumption, performance, reliability, and data integrity. The chapters provide a complete understanding of modern memory technologies, ranging from radiation-hardened memory for space applications to diverse memory designs and their trade-offs.
Book Synopsis Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries by : Goel, Neha
Download or read book Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries written by Goel, Neha and published by IGI Global. This book was released on 2023-07-03 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning (ML) and the internet of things (IoT) are the top technologies used by businesses to increase efficiency, productivity, and competitiveness in this fast-paced digital era transformation. ML is the key tool for fast processing and decision making applied to smart city applications and next-generation IoT devices, which require ML to satisfy their working objective. IoT technology has proven efficient in solving many real-world problems, and ML algorithms combined with IoT means the fusion of product and intelligence to achieve better automation, efficiency, productivity, and connectivity. The Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries highlights the importance of ML for IoT’s success and diverse ML-powered IoT applications. This book addresses the problems and challenges in energy, industry, and healthcare and solutions proposed for ML-enabled IoT and new algorithms in ML. It further addresses their accuracy for existing real-time applications. Covering topics such as agriculture, pattern recognition, and smart applications, this premier reference source is an essential resource for engineers, scientists, educators, students, researchers, and academicians.
Book Synopsis The Green Computing Book by : Wu-chun Feng
Download or read book The Green Computing Book written by Wu-chun Feng and published by CRC Press. This book was released on 2014-06-16 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: Edited by one of the founders and lead investigator of the Green500 list, this book presents state-of-the-art approaches to advance the large-scale green computing movement. It begins with low-level, hardware-based approaches and then traverses up the software stack with increasingly higher-level, software-based approaches. The book explains how to control power across the hardware, firmware, operating system, and application levels and explores trends in server costs, energy use, and performance at high-density computing facilities. It also discusses energy management and virtualization in cloud computing.
Book Synopsis Renewable Energy Production and Distribution Volume 2 by : Mejdi Jeguirim
Download or read book Renewable Energy Production and Distribution Volume 2 written by Mejdi Jeguirim and published by Elsevier. This book was released on 2023-04-16 with total page 584 pages. Available in PDF, EPUB and Kindle. Book excerpt: Renewable Energy Production and Distribution: Solutions and Opportunities, Volume Four, the latest release in the Advances in Renewable Energy Technologies series, looks at the production performance of renewable energy sources and emerging production processes. Containing all major renewable energy technologies in individual chapters, this reference includes some of the most dynamic developments, good practices and future concepts in solar energy systems, energy storage, geothermal energy, bioenergy and hydrogen production. By reviewing these advances, considering them in real world applications and analyzing key challenges, this book provides readers with an up-to-date resource on renewable energy grid integration and its importance. This newest volume will be of interest to sustainability, energy and engineering graduates, researchers, professors as well as industry professionals involved in the renewable energy sector. - Highlights best practices and future ideas for a range of renewable energy technologies, including solar energy, energy storage and geothermal energy - Discusses the latest challenges in emerging energy production processes - Presents real-world applications to bridge the gap between energy research and practice
Book Synopsis Sustainability in Green Cloud Computing- Theory and Techniques by : S. R. Jena
Download or read book Sustainability in Green Cloud Computing- Theory and Techniques written by S. R. Jena and published by LAP Lambert Academic Publishing. This book was released on 2024-06-19 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the contemporary era of rapid technological advancements and ever-growing digital ecosystems, the intersection of cloud computing and sustainability has emerged as a pivotal concern for businesses, governments, and societies worldwide. "Sustainability in Green Cloud Computing- Theory and Techniques" aims to explore this critical nexus, providing a comprehensive guide to understanding and implementing sustainable practices within cloud environments. This book serves as an introduction to the themes, objectives, and structure of the book, setting the stage for an in-depth exploration of green cloud computing and its significance in promoting a sustainable future.
Book Synopsis Machine Learning and Intelligent Communications by : Mingxiang Guan
Download or read book Machine Learning and Intelligent Communications written by Mingxiang Guan and published by Springer Nature. This book was released on 2021-01-23 with total page 538 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the refereed post-conference proceedings of the 5th International Conference on Machine Learning and Intelligent Communications, MLICOM 2020, held in Shenzhen, China, in September 2020. Due to COVID-19 pandemic the conference was held virtually. The 55 revised full papers were carefully selected from 133 submissions. The papers are organized thematically in intelligent resource ( spectrum, power) allocation schemes; applications of neural network and deep learning; decentralized learning for wireless communication systems; intelligent antennas design and dynamic configuration; intelligent communications; intelligent positioning and navigation systems; smart unmanned vehicular technology; intelligent space and terrestrial integrated networks; machine learning algorithm and Intelligent networks.
Book Synopsis International Conference on Innovative Computing and Communications by : Ashish Khanna
Download or read book International Conference on Innovative Computing and Communications written by Ashish Khanna and published by Springer Nature. This book was released on 2021-08-31 with total page 812 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality research papers presented at the Fourth International Conference on Innovative Computing and Communication (ICICC 2021), which is held at the Shaheed Sukhdev College of Business Studies, University of Delhi, Delhi, India, on February 20–21, 2021. Introducing the innovative works of scientists, professors, research scholars, students and industrial experts in the field of computing and communication, the book promotes the transformation of fundamental research into institutional and industrialized research and the conversion of applied exploration into real-time applications.
Book Synopsis Handbook of Research on Emerging Technologies for Electrical Power Planning, Analysis, and Optimization by : Shandilya, Smita
Download or read book Handbook of Research on Emerging Technologies for Electrical Power Planning, Analysis, and Optimization written by Shandilya, Smita and published by IGI Global. This book was released on 2016-02-26 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the demand for efficient energy sources continues to grow around the globe, electrical systems are becoming more essential in an effort to meet these increased needs. As these systems are being utilized more frequently, it becomes imperative to find ways of optimizing their overall function. The Handbook of Research on Emerging Technologies for Electrical Power Planning, Analysis, and Optimization features emergent methods and research in the systemic and strategic planning of energy usage. Highlighting theoretical perspectives and empirical research, this handbook is a comprehensive reference source for researchers, practitioners, students, and professionals interested in the current advancements and efficient use in power systems.
Book Synopsis Deep Learning with Keras by : Antonio Gulli
Download or read book Deep Learning with Keras written by Antonio Gulli and published by Packt Publishing Ltd. This book was released on 2017-04-26 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get to grips with the basics of Keras to implement fast and efficient deep-learning models About This Book Implement various deep-learning algorithms in Keras and see how deep-learning can be used in games See how various deep-learning models and practical use-cases can be implemented using Keras A practical, hands-on guide with real-world examples to give you a strong foundation in Keras Who This Book Is For If you are a data scientist with experience in machine learning or an AI programmer with some exposure to neural networks, you will find this book a useful entry point to deep-learning with Keras. A knowledge of Python is required for this book. What You Will Learn Optimize step-by-step functions on a large neural network using the Backpropagation Algorithm Fine-tune a neural network to improve the quality of results Use deep learning for image and audio processing Use Recursive Neural Tensor Networks (RNTNs) to outperform standard word embedding in special cases Identify problems for which Recurrent Neural Network (RNN) solutions are suitable Explore the process required to implement Autoencoders Evolve a deep neural network using reinforcement learning In Detail This book starts by introducing you to supervised learning algorithms such as simple linear regression, the classical multilayer perceptron and more sophisticated deep convolutional networks. You will also explore image processing with recognition of hand written digit images, classification of images into different categories, and advanced objects recognition with related image annotations. An example of identification of salient points for face detection is also provided. Next you will be introduced to Recurrent Networks, which are optimized for processing sequence data such as text, audio or time series. Following that, you will learn about unsupervised learning algorithms such as Autoencoders and the very popular Generative Adversarial Networks (GAN). You will also explore non-traditional uses of neural networks as Style Transfer. Finally, you will look at Reinforcement Learning and its application to AI game playing, another popular direction of research and application of neural networks. Style and approach This book is an easy-to-follow guide full of examples and real-world applications to help you gain an in-depth understanding of Keras. This book will showcase more than twenty working Deep Neural Networks coded in Python using Keras.
Book Synopsis Progress in Advanced Computing and Intelligent Engineering by : Khalid Saeed
Download or read book Progress in Advanced Computing and Intelligent Engineering written by Khalid Saeed and published by Springer. This book was released on 2018-02-08 with total page 693 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book focuses on both theory and applications in the broad areas of communication technology, computer science and information security. This two volume book contains the Proceedings of International Conference on Advanced Computing and Intelligent Engineering. These volumes bring together academic scientists, professors, research scholars and students to share and disseminate information on knowledge and scientific research works related to computing, networking, and informatics to discuss the practical challenges encountered and the solutions adopted. The book also promotes translation of basic research into applied investigation and convert applied investigation into practice.
