Electronic Design Automation Of Analog Ics Combining Gradient Models With Multi Objective Evolutionary Algorithms

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Electronic Design Automation of Analog ICS Combining Gradient Models with Multi-Objective Evolutionary Algorithms

Author : Frederico A. E. Rocha,Ricardo M. F. Martins,Nuno C. C. Lourenco
Publisher : Unknown
Page : 84 pages
File Size : 47,9 Mb
Release : 2013-10-31
Category : Electronic
ISBN : 3319021907

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Electronic Design Automation of Analog ICS Combining Gradient Models with Multi-Objective Evolutionary Algorithms by Frederico A. E. Rocha,Ricardo M. F. Martins,Nuno C. C. Lourenco Pdf

Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms

Author : Frederico A.E. Rocha,Ricardo M.F. Martins,Nuno C.C. Lourenço,Nuno C.G. Horta
Publisher : Springer Science & Business Media
Page : 69 pages
File Size : 54,9 Mb
Release : 2013-09-24
Category : Technology & Engineering
ISBN : 9783319021898

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Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms by Frederico A.E. Rocha,Ricardo M.F. Martins,Nuno C.C. Lourenço,Nuno C.G. Horta Pdf

This book applies to the scientific area of electronic design automation (EDA) and addresses the automatic sizing of analog integrated circuits (ICs). Particularly, this book presents an approach to enhance a state-of-the-art layout-aware circuit-level optimizer (GENOM-POF), by embedding statistical knowledge from an automatically generated gradient model into the multi-objective multi-constraint optimization kernel based on the NSGA-II algorithm. The results showed allow the designer to explore the different trade-offs of the solution space, both through the achieved device sizes, or the respective layout solutions.

Automatic Analog IC Sizing and Optimization Constrained with PVT Corners and Layout Effects

Author : Nuno Lourenço,Ricardo Martins,Nuno Horta
Publisher : Springer
Page : 182 pages
File Size : 46,7 Mb
Release : 2016-07-29
Category : Technology & Engineering
ISBN : 9783319420370

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Automatic Analog IC Sizing and Optimization Constrained with PVT Corners and Layout Effects by Nuno Lourenço,Ricardo Martins,Nuno Horta Pdf

This book introduces readers to a variety of tools for automatic analog integrated circuit (IC) sizing and optimization. The authors provide a historical perspective on the early methods proposed to tackle automatic analog circuit sizing, with emphasis on the methodologies to size and optimize the circuit, and on the methodologies to estimate the circuit’s performance. The discussion also includes robust circuit design and optimization and the most recent advances in layout-aware analog sizing approaches. The authors describe a methodology for an automatic flow for analog IC design, including details of the inputs and interfaces, multi-objective optimization techniques, and the enhancements made in the base implementation by using machine leaning techniques. The Gradient model is discussed in detail, along with the methods to include layout effects in the circuit sizing. The concepts and algorithms of all the modules are thoroughly described, enabling readers to reproduce the methodologies, improve the quality of their designs, or use them as starting point for a new tool. An extensive set of application examples is included to demonstrate the capabilities and features of the methodologies described.

Performance Optimization Techniques in Analog, Mixed-Signal, and Radio-Frequency Circuit Design

Author : Fakhfakh, Mourad
Publisher : IGI Global
Page : 464 pages
File Size : 43,9 Mb
Release : 2014-10-31
Category : Technology & Engineering
ISBN : 9781466666283

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Performance Optimization Techniques in Analog, Mixed-Signal, and Radio-Frequency Circuit Design by Fakhfakh, Mourad Pdf

Improving the performance of existing technologies has always been a focal practice in the development of computational systems. However, as circuitry is becoming more complex, conventional techniques are becoming outdated and new research methodologies are being implemented by designers. Performance Optimization Techniques in Analog, Mix-Signal, and Radio-Frequency Circuit Design features recent advances in the engineering of integrated systems with prominence placed on methods for maximizing the functionality of these systems. This book emphasizes prospective trends in the field and is an essential reference source for researchers, practitioners, engineers, and technology designers interested in emerging research and techniques in the performance optimization of different circuit designs.

NEO 2016

Author : Yazmin Maldonado,Leonardo Trujillo,Oliver Schütze,Annalisa Riccardi,Massimiliano Vasile
Publisher : Springer
Page : 282 pages
File Size : 49,8 Mb
Release : 2017-09-12
Category : Technology & Engineering
ISBN : 9783319640631

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NEO 2016 by Yazmin Maldonado,Leonardo Trujillo,Oliver Schütze,Annalisa Riccardi,Massimiliano Vasile Pdf

This volume comprises a selection of works presented at the Numerical and Evolutionary Optimization (NEO 2016) workshop held in September 2016 in Tlalnepantla, Mexico. The development of powerful search and optimization techniques is of great importance in today’s world and requires researchers and practitioners to tackle a growing number of challenging real-world problems. In particular, there are two well-established and widely known fields that are commonly applied in this area: (i) traditional numerical optimization techniques and (ii) comparatively recent bio-inspired heuristics. Both paradigms have their unique strengths and weaknesses, allowing them to solve some challenging problems while still failing in others. The goal of the NEO workshop series is to bring together experts from these and related fields to discuss, compare and merge their complementary perspectives in order to develop fast and reliable hybrid methods that maximize the strengths and minimize the weaknesses of the underlying paradigms. In doing so, NEO promotes the development of new techniques that are applicable to a broader class of problems. Moreover, NEO fosters the understanding and adequate treatment of real-world problems particularly in emerging fields that affect all of us, such as healthcare, smart cities, big data, among many others. The extended papers presented in the book contribute to achieving this goal.

Agent and Multi-Agent Systems: Technology and Applications

Author : Gordan Jezic,Yun-Heh Jessica Chen-Burger,Robert J. Howlett,Lakhmi C. Jain
Publisher : Springer
Page : 350 pages
File Size : 55,9 Mb
Release : 2016-06-13
Category : Technology & Engineering
ISBN : 9783319398839

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Agent and Multi-Agent Systems: Technology and Applications by Gordan Jezic,Yun-Heh Jessica Chen-Burger,Robert J. Howlett,Lakhmi C. Jain Pdf

The modern economy is driven by technologies and knowledge. Digital technologies can free, shift and multiply choices, often intruding on the space of other industries, by providing new ways of conducting business operations and creating values for customers and companies. The topics covered in this volume include software agents, multi-agent systems, agent modelling, mobile and cloud computing, big data analysis, business intelligence, artificial intelligence, social systems, computer embedded systems and nature inspired manufacturing, etc. that contribute to the modern Digital Economy. This volume highlights new trends and challenges in agent, new digital and knowledge economy research and includes 28 papers classified in the following specific topics: business process management, agent-based modeling and simulation, anthropic-oriented computing, learning paradigms, business informatics and gaming, digital economy, and advances in networked virtual enterprises. Published papers were selected for presentation at the 10th KES Conference on Agent and Multi-Agent Systems: Technologies and Applications (KES-AMSTA 2016) held in Puerto de la Cruz, Tenerife, Spain. Presented results would be of theoretical and practical value to researchers and industrial practitioners working in the fields of artificial intelligence, collective computational intelligence, innovative business models, new digital and knowledge economy and, in particular, agent and multi-agent systems, technologies, tools and applications.

Using Artificial Neural Networks for Analog Integrated Circuit Design Automation

Author : João P. S. Rosa,Daniel J. D. Guerra,Nuno C. G. Horta,Ricardo M. F. Martins,Nuno C. C. Lourenço
Publisher : Springer Nature
Page : 117 pages
File Size : 47,7 Mb
Release : 2019-12-11
Category : Technology & Engineering
ISBN : 9783030357436

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Using Artificial Neural Networks for Analog Integrated Circuit Design Automation by João P. S. Rosa,Daniel J. D. Guerra,Nuno C. G. Horta,Ricardo M. F. Martins,Nuno C. C. Lourenço Pdf

This book addresses the automatic sizing and layout of analog integrated circuits (ICs) using deep learning (DL) and artificial neural networks (ANN). It explores an innovative approach to automatic circuit sizing where ANNs learn patterns from previously optimized design solutions. In opposition to classical optimization-based sizing strategies, where computational intelligence techniques are used to iterate over the map from devices’ sizes to circuits’ performances provided by design equations or circuit simulations, ANNs are shown to be capable of solving analog IC sizing as a direct map from specifications to the devices’ sizes. Two separate ANN architectures are proposed: a Regression-only model and a Classification and Regression model. The goal of the Regression-only model is to learn design patterns from the studied circuits, using circuit’s performances as input features and devices’ sizes as target outputs. This model can size a circuit given its specifications for a single topology. The Classification and Regression model has the same capabilities of the previous model, but it can also select the most appropriate circuit topology and its respective sizing given the target specification. The proposed methodology was implemented and tested on two analog circuit topologies.

Analog Circuits and Systems Optimization based on Evolutionary Computation Techniques

Author : Manuel Barros,Jorge Guilherme,Nuno Horta
Publisher : Springer
Page : 240 pages
File Size : 45,8 Mb
Release : 2010-10-22
Category : Technology & Engineering
ISBN : 3642123473

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Analog Circuits and Systems Optimization based on Evolutionary Computation Techniques by Manuel Barros,Jorge Guilherme,Nuno Horta Pdf

The microelectronics market, with special emphasis to the production of complex mixed-signal systems-on-chip (SoC), is driven by three main dynamics, time-- market, productivity and managing complexity. Pushed by the progress in na- meter technology, the design teams are facing a curve of complexity that grows exponentially, thereby slowing down the productivity design rate. Analog design automation tools are not developing at the same pace of technology, once custom design, characterized by decisions taken at each step of the analog design flow, - lies most of the time on designer knowledge and expertise. Actually, the use of - sign management platforms, like the Cadences Virtuoso platform, with a set of - tegrated CAD tools and database facilities to deal with the design transformations from the system level to the physical implementation, can significantly speed-up the design process and enhance the productivity of analog/mixed-signal integrated circuit (IC) design teams. These design management platforms are a valuable help in analog IC design but they are still far behind the development stage of design automation tools already available for digital design. Therefore, the development of new CAD tools and design methodologies for analog and mixed-signal ICs is ess- tial to increase the designer’s productivity and reduce design productivitygap. The work presented in this book describes a new design automation approach to the problem of sizing analog ICs.

Nanoelectronic Mixed-Signal System Design

Author : Saraju Mohanty
Publisher : McGraw Hill Professional
Page : 832 pages
File Size : 43,6 Mb
Release : 2015-02-20
Category : Technology & Engineering
ISBN : 9780071823036

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Nanoelectronic Mixed-Signal System Design by Saraju Mohanty Pdf

Covering both the classical and emerging nanoelectronic technologies being used in mixed-signal design, this book addresses digital, analog, and memory components. Winner of the Association of American Publishers' 2016 PROSE Award in the Textbook/Physical Sciences & Mathematics category. Nanoelectronic Mixed-Signal System Design offers professionals and students a unified perspective on the science, engineering, and technology behind nanoelectronics system design. Written by the director of the NanoSystem Design Laboratory at the University of North Texas, this comprehensive guide provides a large-scale picture of the design and manufacturing aspects of nanoelectronic-based systems. It features dual coverage of mixed-signal circuit and system design, rather than just digital or analog-only. Key topics such as process variations, power dissipation, and security aspects of electronic system design are discussed. Top-down analysis of all stages--from design to manufacturing Coverage of current and developing nanoelectronic technologies--not just nano-CMOS Describes the basics of nanoelectronic technology and the structure of popular electronic systems Reveals the techniques required for design excellence and manufacturability

Nano-scale CMOS Analog Circuits

Author : Soumya Pandit,Chittaranjan Mandal,Amit Patra
Publisher : CRC Press
Page : 397 pages
File Size : 40,7 Mb
Release : 2018-09-03
Category : Technology & Engineering
ISBN : 9781466564282

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Nano-scale CMOS Analog Circuits by Soumya Pandit,Chittaranjan Mandal,Amit Patra Pdf

Reliability concerns and the limitations of process technology can sometimes restrict the innovation process involved in designing nano-scale analog circuits. The success of nano-scale analog circuit design requires repeat experimentation, correct analysis of the device physics, process technology, and adequate use of the knowledge database. Starting with the basics, Nano-Scale CMOS Analog Circuits: Models and CAD Techniques for High-Level Design introduces the essential fundamental concepts for designing analog circuits with optimal performances. This book explains the links between the physics and technology of scaled MOS transistors and the design and simulation of nano-scale analog circuits. It also explores the development of structured computer-aided design (CAD) techniques for architecture-level and circuit-level design of analog circuits. The book outlines the general trends of technology scaling with respect to device geometry, process parameters, and supply voltage. It describes models and optimization techniques, as well as the compact modeling of scaled MOS transistors for VLSI circuit simulation. • Includes two learning-based methods: the artificial neural network (ANN) and the least-squares support vector machine (LS-SVM) method • Provides case studies demonstrating the practical use of these two methods • Explores circuit sizing and specification translation tasks • Introduces the particle swarm optimization technique and provides examples of sizing analog circuits • Discusses the advanced effects of scaled MOS transistors like narrow width effects, and vertical and lateral channel engineering Nano-Scale CMOS Analog Circuits: Models and CAD Techniques for High-Level Design describes the models and CAD techniques, explores the physics of MOS transistors, and considers the design challenges involving statistical variations of process technology parameters and reliability constraints related to circuit design.

Metaheuristics

Author : El-Ghazali Talbi
Publisher : John Wiley & Sons
Page : 625 pages
File Size : 46,6 Mb
Release : 2009-05-27
Category : Computers
ISBN : 9780470496909

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Metaheuristics by El-Ghazali Talbi Pdf

A unified view of metaheuristics This book provides a complete background on metaheuristics and shows readers how to design and implement efficient algorithms to solve complex optimization problems across a diverse range of applications, from networking and bioinformatics to engineering design, routing, and scheduling. It presents the main design questions for all families of metaheuristics and clearly illustrates how to implement the algorithms under a software framework to reuse both the design and code. Throughout the book, the key search components of metaheuristics are considered as a toolbox for: Designing efficient metaheuristics (e.g. local search, tabu search, simulated annealing, evolutionary algorithms, particle swarm optimization, scatter search, ant colonies, bee colonies, artificial immune systems) for optimization problems Designing efficient metaheuristics for multi-objective optimization problems Designing hybrid, parallel, and distributed metaheuristics Implementing metaheuristics on sequential and parallel machines Using many case studies and treating design and implementation independently, this book gives readers the skills necessary to solve large-scale optimization problems quickly and efficiently. It is a valuable reference for practicing engineers and researchers from diverse areas dealing with optimization or machine learning; and graduate students in computer science, operations research, control, engineering, business and management, and applied mathematics.

Machine Learning in VLSI Computer-Aided Design

Author : Ibrahim (Abe) M. Elfadel,Duane S. Boning,Xin Li
Publisher : Springer
Page : 694 pages
File Size : 55,9 Mb
Release : 2019-03-15
Category : Technology & Engineering
ISBN : 9783030046668

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Machine Learning in VLSI Computer-Aided Design by Ibrahim (Abe) M. Elfadel,Duane S. Boning,Xin Li Pdf

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

Multi-Objective Optimization using Evolutionary Algorithms

Author : Kalyanmoy Deb
Publisher : John Wiley & Sons
Page : 540 pages
File Size : 54,6 Mb
Release : 2001-07-05
Category : Mathematics
ISBN : 047187339X

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Multi-Objective Optimization using Evolutionary Algorithms by Kalyanmoy Deb Pdf

Optimierung mit mehreren Zielen, evolutionäre Algorithmen: Dieses Buch wendet sich vorrangig an Einsteiger, denn es werden kaum Vorkenntnisse vorausgesetzt. Geboten werden alle notwendigen Grundlagen, um die Theorie auf Probleme der Ingenieurtechnik, der Vorhersage und der Planung anzuwenden. Der Autor gibt auch einen Ausblick auf Forschungsaufgaben der Zukunft.

Power Electronic Packaging

Author : Yong Liu
Publisher : Springer Science & Business Media
Page : 606 pages
File Size : 50,5 Mb
Release : 2012-02-15
Category : Technology & Engineering
ISBN : 9781461410539

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Power Electronic Packaging by Yong Liu Pdf

Power Electronic Packaging presents an in-depth overview of power electronic packaging design, assembly,reliability and modeling. Since there is a drastic difference between IC fabrication and power electronic packaging, the book systematically introduces typical power electronic packaging design, assembly, reliability and failure analysis and material selection so readers can clearly understand each task's unique characteristics. Power electronic packaging is one of the fastest growing segments in the power electronic industry, due to the rapid growth of power integrated circuit (IC) fabrication, especially for applications like portable, consumer, home, computing and automotive electronics. This book also covers how advances in both semiconductor content and power advanced package design have helped cause advances in power device capability in recent years. The author extrapolates the most recent trends in the book's areas of focus to highlight where further improvement in materials and techniques can drive continued advancements, particularly in thermal management, usability, efficiency, reliability and overall cost of power semiconductor solutions.

Analog Integrated Circuit Design Automation

Author : Ricardo Martins,Nuno Lourenço,Nuno Horta
Publisher : Springer
Page : 207 pages
File Size : 51,9 Mb
Release : 2016-07-20
Category : Technology & Engineering
ISBN : 9783319340609

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Analog Integrated Circuit Design Automation by Ricardo Martins,Nuno Lourenço,Nuno Horta Pdf

This book introduces readers to a variety of tools for analog layout design automation. After discussing the placement and routing problem in electronic design automation (EDA), the authors overview a variety of automatic layout generation tools, as well as the most recent advances in analog layout-aware circuit sizing. The discussion includes different methods for automatic placement (a template-based Placer and an optimization-based Placer), a fully-automatic Router and an empirical-based Parasitic Extractor. The concepts and algorithms of all the modules are thoroughly described, enabling readers to reproduce the methodologies, improve the quality of their designs, or use them as starting point for a new tool. All the methods described are applied to practical examples for a 130nm design process, as well as placement and routing benchmark sets.