Machine Learning Applications to Static Timing Analysis

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (138 download)

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Book Synopsis Machine Learning Applications to Static Timing Analysis by : Waseem Mohamed Raslan

Download or read book Machine Learning Applications to Static Timing Analysis written by Waseem Mohamed Raslan and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract: Modeling complex cell behavior is critical for accurate static timing analysis. Effective current source model, ECSM, and composite current source, CCS, waveform data compression became a necessity to reduce the size of technology files and increase the accuracy of the cell characterization data. We used deep learning nonlinear Autoencoders to compress voltage and current waveforms and compared them with singular value decomposition, SVD, approach. Autoencoders gave ~1.67x compression ratio for voltage waveforms better than SVD approach and gave 45x to 55x better compression ratio compared to other lossless techniques like bz2 and gzip. Autoencoders achieved ~1.7x compression ratio for complex rising-edge current waveforms. However, SVD remains more computationally efficient than Autoencoders. Deep learning non-linear delay model, DL-NLDM, is proposed to replace the standard 7x7 non-linear delay modeling lookup tables, NLDM-LUT. The proposed DL-NLDM performed better than the standard 7x7 NLDM-LUT tables in percentage errors compared to SPICE simulation. In addition, deep learning waveform delay model, DL-WFDM, is proposed to radically change transition/delay propagation to a full waveform propagation that can be used to measure the delay or perform ECSM delay calculations. Obtaining accurate and less demanding computational reduced models is a continuous challenge for complex systems. We propose structured recurrent neural network, S-RNN, that can model LTI single-input-single-output, SISO, and multiple-input-multiple-output, MIMO systems of any order. We showed how to obtain the continuous time transfer function of the reduced system from the trained S-RNN weights. These S-RNN models outperformed other model order reduction techniques reported in selected literature.

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.

Static Timing Analysis for Nanometer Designs

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Publisher : Springer Science & Business Media
ISBN 13 : 0387938206
Total Pages : 588 pages
Book Rating : 4.3/5 (879 download)

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Book Synopsis Static Timing Analysis for Nanometer Designs by : J. Bhasker

Download or read book Static Timing Analysis for Nanometer Designs written by J. Bhasker and published by Springer Science & Business Media. This book was released on 2009-04-03 with total page 588 pages. Available in PDF, EPUB and Kindle. Book excerpt: iming, timing, timing! That is the main concern of a digital designer charged with designing a semiconductor chip. What is it, how is it T described, and how does one verify it? The design team of a large digital design may spend months architecting and iterating the design to achieve the required timing target. Besides functional verification, the t- ing closure is the major milestone which dictates when a chip can be - leased to the semiconductor foundry for fabrication. This book addresses the timing verification using static timing analysis for nanometer designs. The book has originated from many years of our working in the area of timing verification for complex nanometer designs. We have come across many design engineers trying to learn the background and various aspects of static timing analysis. Unfortunately, there is no book currently ava- able that can be used by a working engineer to get acquainted with the - tails of static timing analysis. The chip designers lack a central reference for information on timing, that covers the basics to the advanced timing veri- cation procedures and techniques.

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.

Explainable Machine Learning Models and Architectures

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Publisher : John Wiley & Sons
ISBN 13 : 139418655X
Total Pages : 277 pages
Book Rating : 4.3/5 (941 download)

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Book Synopsis Explainable Machine Learning Models and Architectures by : Suman Lata Tripathi

Download or read book Explainable Machine Learning Models and Architectures written by Suman Lata Tripathi and published by John Wiley & Sons. This book was released on 2023-08-29 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: EXPLAINABLE MACHINE LEARNING MODELS AND ARCHITECTURES This cutting-edge new volume covers the hardware architecture implementation, the software implementation approach, and the efficient hardware of machine learning applications. Machine learning and deep learning modules are now an integral part of many smart and automated systems where signal processing is performed at different levels. Signal processing in the form of text, images, or video needs large data computational operations at the desired data rate and accuracy. Large data requires more use of integrated circuit (IC) area with embedded bulk memories that further lead to more IC area. Trade-offs between power consumption, delay and IC area are always a concern of designers and researchers. New hardware architectures and accelerators are needed to explore and experiment with efficient machine-learning models. Many real-time applications like the processing of biomedical data in healthcare, smart transportation, satellite image analysis, and IoT-enabled systems have a lot of scope for improvements in terms of accuracy, speed, computational powers, and overall power consumption. This book deals with the efficient machine and deep learning models that support high-speed processors with reconfigurable architectures like graphic processing units (GPUs) and field programmable gate arrays (FPGAs), or any hybrid system. Whether for the veteran engineer or scientist working in the field or laboratory, or the student or academic, this is a must-have for any library.

Machine Learning Support for Fault Diagnosis of System-on-Chip

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Publisher : Springer Nature
ISBN 13 : 3031196392
Total Pages : 320 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Machine Learning Support for Fault Diagnosis of System-on-Chip by : Patrick Girard

Download or read book Machine Learning Support for Fault Diagnosis of System-on-Chip written by Patrick Girard and published by Springer Nature. This book was released on 2023-03-13 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a state-of-the-art guide to Machine Learning (ML)-based techniques that have been shown to be highly efficient for diagnosis of failures in electronic circuits and systems. The methods discussed can be used for volume diagnosis after manufacturing or for diagnosis of customer returns. Readers will be enabled to deal with huge amount of insightful test data that cannot be exploited otherwise in an efficient, timely manner. After some background on fault diagnosis and machine learning, the authors explain and apply optimized techniques from the ML domain to solve the fault diagnosis problem in the realm of electronic system design and manufacturing. These techniques can be used for failure isolation in logic or analog circuits, board-level fault diagnosis, or even wafer-level failure cluster identification. Evaluation metrics as well as industrial case studies are used to emphasize the usefulness and benefits of using ML-based diagnosis techniques.

Reglement van orde voor het Scheidsgerecht bedoeld in art. 50 van het werkliedenreglement voor de algemeene landsdrukkerij, vastgesteld bij ministerieele beschikking van 27 Juli 1917

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Publisher :
ISBN 13 :
Total Pages : 6 pages
Book Rating : 4.:/5 (246 download)

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Book Synopsis Reglement van orde voor het Scheidsgerecht bedoeld in art. 50 van het werkliedenreglement voor de algemeene landsdrukkerij, vastgesteld bij ministerieele beschikking van 27 Juli 1917 by :

Download or read book Reglement van orde voor het Scheidsgerecht bedoeld in art. 50 van het werkliedenreglement voor de algemeene landsdrukkerij, vastgesteld bij ministerieele beschikking van 27 Juli 1917 written by and published by . This book was released on 1917 with total page 6 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Machine Learning in VLSI Computer-Aided Design

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Publisher : Springer
ISBN 13 : 3030046664
Total Pages : 694 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Machine Learning in VLSI Computer-Aided Design by : Ibrahim (Abe) M. Elfadel

Download or read book Machine Learning in VLSI Computer-Aided Design written by Ibrahim (Abe) M. Elfadel and published by Springer. This book was released on 2019-03-15 with total page 694 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with an up-to-date account of the use of machine learning frameworks, methodologies, algorithms and techniques in the context of computer-aided design (CAD) for very-large-scale integrated circuits (VLSI). Coverage includes the various machine learning methods used in lithography, physical design, yield prediction, post-silicon performance analysis, reliability and failure analysis, power and thermal analysis, analog design, logic synthesis, verification, and neuromorphic design. Provides up-to-date information on machine learning in VLSI CAD for device modeling, layout verifications, yield prediction, post-silicon validation, and reliability; Discusses the use of machine learning techniques in the context of analog and digital synthesis; Demonstrates how to formulate VLSI CAD objectives as machine learning problems and provides a comprehensive treatment of their efficient solutions; Discusses the tradeoff between the cost of collecting data and prediction accuracy and provides a methodology for using prior data to reduce cost of data collection in the design, testing and validation of both analog and digital VLSI designs. From the Foreword As the semiconductor industry embraces the rising swell of cognitive systems and edge intelligence, this book could serve as a harbinger and example of the osmosis that will exist between our cognitive structures and methods, on the one hand, and the hardware architectures and technologies that will support them, on the other....As we transition from the computing era to the cognitive one, it behooves us to remember the success story of VLSI CAD and to earnestly seek the help of the invisible hand so that our future cognitive systems are used to design more powerful cognitive systems. This book is very much aligned with this on-going transition from computing to cognition, and it is with deep pleasure that I recommend it to all those who are actively engaged in this exciting transformation. Dr. Ruchir Puri, IBM Fellow, IBM Watson CTO & Chief Architect, IBM T. J. Watson Research Center

Static Timing Analysis a Complete Guide

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Publisher : 5starcooks
ISBN 13 : 9780655309239
Total Pages : 124 pages
Book Rating : 4.3/5 (92 download)

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Book Synopsis Static Timing Analysis a Complete Guide by : Gerardus Blokdyk

Download or read book Static Timing Analysis a Complete Guide written by Gerardus Blokdyk and published by 5starcooks. This book was released on 2018-06-10 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: What other areas of the organization might benefit from the Static timing analysis team's improvements, knowledge, and learning? What may be the consequences for the performance of an organization if all stakeholders are not consulted regarding Static timing analysis? Who will provide the final approval of Static timing analysis deliverables? When a Static timing analysis manager recognizes a problem, what options are available? What role does communication play in the success or failure of a Static timing analysis project? Defining, designing, creating, and implementing a process to solve a challenge or meet an objective is the most valuable role... In EVERY group, company, organization and department. Unless you are talking a one-time, single-use project, there should be a process. Whether that process is managed and implemented by humans, AI, or a combination of the two, it needs to be designed by someone with a complex enough perspective to ask the right questions. Someone capable of asking the right questions and step back and say, 'What are we really trying to accomplish here? And is there a different way to look at it?' This Self-Assessment empowers people to do just that - whether their title is entrepreneur, manager, consultant, (Vice-)President, CxO etc... - they are the people who rule the future. They are the person who asks the right questions to make Static timing analysis investments work better. This Static timing analysis All-Inclusive Self-Assessment enables You to be that person. All the tools you need to an in-depth Static timing analysis Self-Assessment. Featuring 682 new and updated case-based questions, organized into seven core areas of process design, this Self-Assessment will help you identify areas in which Static timing analysis improvements can be made. In using the questions you will be better able to: - diagnose Static timing analysis projects, initiatives, organizations, businesses and processes using accepted diagnostic standards and practices - implement evidence-based best practice strategies aligned with overall goals - integrate recent advances in Static timing analysis and process design strategies into practice according to best practice guidelines Using a Self-Assessment tool known as the Static timing analysis Scorecard, you will develop a clear picture of which Static timing analysis areas need attention. Your purchase includes access details to the Static timing analysis self-assessment dashboard download which gives you your dynamically prioritized projects-ready tool and shows your organization exactly what to do next. Your exclusive instant access details can be found in your book.

Application Specific Integrated Circuits

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Publisher : BoD – Books on Demand
ISBN 13 : 178985847X
Total Pages : 102 pages
Book Rating : 4.7/5 (898 download)

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Book Synopsis Application Specific Integrated Circuits by : Edward Fisher

Download or read book Application Specific Integrated Circuits written by Edward Fisher and published by BoD – Books on Demand. This book was released on 2019-04-17 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of application-specific integrated circuits (ASICs) is fast-paced being at the very forefront of modern nanoscale fabrication and presents a deeply engaging career path. ASICs can provide us with high-speed computation in the case of digital circuits. For example, central processing units, graphics processing units, field-programmable gate arrays, and custom-made digital signal processors are examples of ASICs and the transistors they are fabricated from. We can use that same technology complementary metal-oxide semiconductor processes to implement high-precision sensing of or interfacing to the world through analog-to-digital converters, digital-to-analog converters, custom image sensors, and highly integrated micron-scale sensors such as magnetometers, accelerometers, and microelectromechanical machines. ASIC technologies now transitioning toward magneto-resistive and phase-changing materials also offer digital memory capacities that have aided our technological progress. Combining these domains, we have moved toward big data analytics and the new era of artificial intelligence and machine learning. This book provides a small selection of chapters covering aspects of ASIC development and the surrounding business model.

A Static Timing Analysis Method for Programs on High-performance Processors

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Publisher :
ISBN 13 :
Total Pages : 8 pages
Book Rating : 4.:/5 (924 download)

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Book Synopsis A Static Timing Analysis Method for Programs on High-performance Processors by :

Download or read book A Static Timing Analysis Method for Programs on High-performance Processors written by and published by . This book was released on 1999 with total page 8 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Inductive Logic Programming

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Publisher : Springer Science & Business Media
ISBN 13 : 3540859276
Total Pages : 358 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Inductive Logic Programming by : Filip Železný

Download or read book Inductive Logic Programming written by Filip Železný and published by Springer Science & Business Media. This book was released on 2008-09-05 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 18th International Conference on Inductive Logic Programming, ILP 2008, held in Prague, Czech Republic, in September 2008. The 20 revised full papers presented together with the abstracts of 5 invited lectures were carefully reviewed and selected during two rounds of reviewing and improvement from 46 initial submissions. All current topics in inductive logic programming are covered, ranging from theoretical and methodological issues to advanced applications. The papers present original results in the first-order logic representation framework, explore novel logic induction frameworks, and address also new areas such as statistical relational learning, graph mining, or the semantic Web.

Smart Infrastructure and Applications

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Publisher : Springer
ISBN 13 : 3030137058
Total Pages : 665 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Smart Infrastructure and Applications by : Rashid Mehmood

Download or read book Smart Infrastructure and Applications written by Rashid Mehmood and published by Springer. This book was released on 2019-06-20 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a multidisciplinary view of smart infrastructure through a range of diverse introductory and advanced topics. The book features an array of subjects that include: smart cities and infrastructure, e-healthcare, emergency and disaster management, Internet of Vehicles, supply chain management, eGovernance, and high performance computing. The book is divided into five parts: Smart Transportation, Smart Healthcare, Miscellaneous Applications, Big Data and High Performance Computing, and Internet of Things (IoT). Contributions are from academics, researchers, and industry professionals around the world. Features a broad mix of topics related to smart infrastructure and smart applications, particularly high performance computing, big data, and artificial intelligence; Includes a strong emphasis on methodological aspects of infrastructure, technology and application development; Presents a substantial overview of research and development on key economic sectors including healthcare and transportation.

A Practical Approach to VLSI System on Chip (SoC) Design

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Publisher : Springer Nature
ISBN 13 : 3031183630
Total Pages : 355 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis A Practical Approach to VLSI System on Chip (SoC) Design by : Veena S. Chakravarthi

Download or read book A Practical Approach to VLSI System on Chip (SoC) Design written by Veena S. Chakravarthi and published by Springer Nature. This book was released on 2022-12-13 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in a thoroughly revised second edition, this practical practitioner guide provides a comprehensive overview of the SoC design process. It explains end-to-end system on chip (SoC) design processes and includes updated coverage of design methodology, the design environment, EDA tool flow, design decisions, choice of design intellectual property (IP) cores, sign-off procedures, and design infrastructure requirements. The second edition provides new information on SOC trends and updated design cases. Coverage also includes critical advanced guidance on the latest UPF-based low power design flow, challenges of deep submicron technologies, and 3D design fundamentals, which will prepare the readers for the challenges of working at the nanotechnology scale. A Practical Approach to VLSI System on Chip (SoC) Design: A Comprehensive Guide, Second Edition provides engineers who aspire to become VLSI designers with all the necessary information and details of EDA tools. It will be a valuable professional reference for those working on VLSI design and verification portfolios in complex SoC designs

Computing and Combinatorics

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Publisher : Springer Nature
ISBN 13 : 3030581500
Total Pages : 678 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Computing and Combinatorics by : Donghyun Kim

Download or read book Computing and Combinatorics written by Donghyun Kim and published by Springer Nature. This book was released on 2020-08-27 with total page 678 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 26th International Conference on Computing and Combinatorics, COCOON 2020, held in Atlanta, GA, USA, in August 2020. Due to the COVID-19 pandemic COCOON 2020 was organized as a fully online conference. The 54 papers presented in this volume were carefully reviewed and selected from 126 submissions. The papers cover various topics, including algorithm design, approximation algorithm, graph theory, complexity theory, problem solving, optimization, computational biology, computational learning, communication network, logic, and game theory.

VLSI Physical Design: From Graph Partitioning to Timing Closure

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Publisher : Springer Nature
ISBN 13 : 3030964159
Total Pages : 329 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis VLSI Physical Design: From Graph Partitioning to Timing Closure by : Andrew B. Kahng

Download or read book VLSI Physical Design: From Graph Partitioning to Timing Closure written by Andrew B. Kahng and published by Springer Nature. This book was released on 2022-06-14 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: The complexity of modern chip design requires extensive use of specialized software throughout the process. To achieve the best results, a user of this software needs a high-level understanding of the underlying mathematical models and algorithms. In addition, a developer of such software must have a keen understanding of relevant computer science aspects, including algorithmic performance bottlenecks and how various algorithms operate and interact. This book introduces and compares the fundamental algorithms that are used during the IC physical design phase, wherein a geometric chip layout is produced starting from an abstract circuit design. This updated second edition includes recent advancements in the state-of-the-art of physical design, and builds upon foundational coverage of essential and fundamental techniques. Numerous examples and tasks with solutions increase the clarity of presentation and facilitate deeper understanding. A comprehensive set of slides is available on the Internet for each chapter, simplifying use of the book in instructional settings. “This improved, second edition of the book will continue to serve the EDA and design community well. It is a foundational text and reference for the next generation of professionals who will be called on to continue the advancement of our chip design tools and design the most advanced micro-electronics.” Dr. Leon Stok, Vice President, Electronic Design Automation, IBM Systems Group “This is the book I wish I had when I taught EDA in the past, and the one I’m using from now on.” Dr. Louis K. Scheffer, Howard Hughes Medical Institute “I would happily use this book when teaching Physical Design. I know of no other work that’s as comprehensive and up-to-date, with algorithmic focus and clear pseudocode for the key algorithms. The book is beautifully designed!” Prof. John P. Hayes, University of Michigan “The entire field of electronic design automation owes the authors a great debt for providing a single coherent source on physical design that is clear and tutorial in nature, while providing details on key state-of-the-art topics such as timing closure.” Prof. Kurt Keutzer, University of California, Berkeley “An excellent balance of the basics and more advanced concepts, presented by top experts in the field.” Prof. Sachin Sapatnekar, University of Minnesota

Mobile Computing and Sustainable Informatics

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Publisher : Springer Nature
ISBN 13 : 9811618666
Total Pages : 875 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Mobile Computing and Sustainable Informatics by : Subarna Shakya

Download or read book Mobile Computing and Sustainable Informatics written by Subarna Shakya and published by Springer Nature. This book was released on 2021-07-22 with total page 875 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers selected high-quality research papers presented at International Conference on Mobile Computing and Sustainable Informatics (ICMCSI 2021) organized by Pulchowk Campus, Institute of Engineering, Tribhuvan University, Nepal, during 29–30 January 2021. The book discusses recent developments in mobile communication technologies ranging from mobile edge computing devices, to personalized, embedded and sustainable applications. The book covers vital topics like mobile networks, computing models, algorithms, sustainable models and advanced informatics that supports the symbiosis of mobile computing and sustainable informatics.