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Book FPGA Task Arrangement with Genetic Algorithms

Download or read book FPGA Task Arrangement with Genetic Algorithms written by Bernd Scheuermann and published by diplom.de. This book was released on 2000-04-13 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: Inhaltsangabe:Abstract: Two evolutionary approaches of allocating tasks onto a Field-Programmable Gate Array (FPGA) are presented. Offline task arrangement: whenever a set of tasks has to be arranged onto an FPGA in practice, one is interested in arranging a maximum number of tasks which efficiently utilize the FPGA area. A genetic algorithm is proposed searching for an arrangement of tasks offline, i.e. before the tasks are physically placed onto the FPGA. Online task arrangement: FPGAs that allow partial reconfiguration at run-time can be shared among multiple independent tasks. When the sequence of tasks to be performed is unpredictable the FPGA controller needs to make allocation decisions online. Since online allocation suffers from fragmentation, tasks can end up waiting despite there being sufficient, albeit non-contiguous resources available to service them. The time to complete tasks is consequently longer and the utilization of the FPGA is lower than it could be. A genetic algorithm is proposed rearranging a subset of the tasks executing on the FPGA when doing so allows the next pending task to be processed sooner. In comparison with other heuristic approaches a genetic algorithm is described and evaluated which overcomes the NP-hard problems of identifying feasible rearrangements and scheduling the rearrangements when moving tasks are reloaded from off-chip. Inhaltsverzeichnis:Table of Contents: 1.Introduction7 2.Field Programmable Gate Arrays9 2.1Architecture of FPGAs9 2.2Dynamically Reconfigurable FPGAs10 2.3Comparison with Related Devices11 2.4Creation of an FPGA Model11 3.FPGA Task Arrangement Problem18 3.1Static Task Arrangement Problem18 3.1.1Static Task Management18 3.1.2Problem Formulation20 3.2Dynamic Task Arrangement Problem21 3.2.1Dynamic Task Management21 3.2.2Search for an Admissible Task Rearrangement22 3.2.3Rearrangement Scheduling24 3.2.4Buffer Restriction27 3.2.5Problem Formulation30 4.Arrangement Concepts31 4.1Shape Functions31 4.2Slicing Trees35 5.Genetic Algorithms41 5.1Introduction41 5.2The Functioning of Genetic Algorithms 43 5.3Main Components of Genetic Algorithms45 5.3.1Representation45 5.3.2Initialization46 5.3.3Evaluation47 5.3.4Stopping Condition47 5.3.5Reproduction47 5.3.6Selection48 5.3.7Genetic Operators49 6.Static Task Arrangement51 6.1Representation51 6.2Initialization52 6.2.1Random Pairing53 6.2.2Traversal of Flexible Slicing Trees53 6.3Evaluation56 6.4Genetic [...]

Book Field Programmable Logic and Applications  The Roadmap to Reconfigurable Computing

Download or read book Field Programmable Logic and Applications The Roadmap to Reconfigurable Computing written by Reiner W. Hartenstein and published by Springer. This book was released on 2003-06-29 with total page 872 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the proceedings volume of the 10th International Conference on Field Programmable Logic and its Applications (FPL), held August 27 30, 2000 in Villach, Austria, which covered areas like reconfigurable logic (RL), reconfigurable computing (RC), and its applications, and all other aspects. Its subtitle "The Roadmap to Reconfigurable Computing" reminds us, that we are currently witnessing the runaway of a breakthrough. The annual FPL series is the eldest international conference in the world covering configware and all its aspects. It was founded 1991 at Oxford University (UK) and is 2 years older than its two most important competitors usually taking place at Monterey and Napa. FPL has been held at Oxford, Vienna, Prague, Darmstadt, London, Tallinn, and Glasgow (also see: http://www. fpl. uni kl. de/FPL/). The New Case for Reconfigurable Platforms: Converging Media. Indicated by palmtops, smart mobile phones, many other portables, and consumer electronics, media such as voice, sound, video, TV, wireless, cable, telephone, and Internet continue to converge. This creates new opportunities and even necessities for reconfigurable platform usage. The new converged media require high volume, flexible, multi purpose, multi standard, low power products adaptable to support evolving standards, emerging new standards, field upgrades, bug fixes, and, to meet the needs of a growing number of different kinds of services offered to zillions of individual subscribers preferring different media mixes.

Book Genetic Algorithms  For Vlsi Design  Layout   Test Automation

Download or read book Genetic Algorithms For Vlsi Design Layout Test Automation written by Pinaki Mazumder and published by Pearson Education India. This book was released on 1999-09 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genetic Algorithms mimic the natural process of evolution, helping engineers optimize their designs by using the principle of "survival of the fittest". VLSI is especially suited to benefit from genetic algorithms- and this comprehensive book shows how to get the best results. You will discover how genetic algorithms work and how you can use them in a wide variety of VLSI design, layout and test automation tasks.

Book Evolutionary Electronics

Download or read book Evolutionary Electronics written by Ricardo Salem Zebulum and published by CRC Press. This book was released on 2018-10-08 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the explosion of interest, research, and applications of evolutionary computation a new field emerges-evolutionary electronics. Focused on applying evolutionary computation concepts and techniques to the domain of electronics, many researchers now see it as holding the greatest potential for overcoming the drawbacks of conventional design techniques. Evolutionary Electronics: Automatic Design of Electronic Circuits and Systems by Genetic Algorithms formally introduces and defines this area of research, presents its main challenges in electronic design, and explores emerging technologies. It describes the evolutionary computation paradigm and its primary algorithms, and explores topics of current interest, such as multi-objective optimization. The authors examine numerous evolutionary electronics applications, draw conclusions about those applications, and sketch the future of evolutionary computation and its applications in electronics. In coming years, the appearance of more and more advanced technologies will increase the complexity of optimization and synthesis problems, and evolutionary electronics will almost certainly become a key to solving those problems. Evolutionary Electronics is your key to discovering and unlocking the potential of this promising new field.

Book ICCCE 2020

Download or read book ICCCE 2020 written by Amit Kumar and published by Springer Nature. This book was released on 2020-10-11 with total page 1561 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of research papers and articles presented at the 3rd International Conference on Communications and Cyber-Physical Engineering (ICCCE 2020), held on 1-2 February 2020 at CMR Engineering College, Hyderabad, Telangana, India. Discussing the latest developments in voice and data communication engineering, cyber-physical systems, network science, communication software, image and multimedia processing research and applications, as well as communication technologies and other related technologies, it includes contributions from both academia and industry. This book is a valuable resource for scientists, research scholars and PG students working to formulate their research ideas and find the future directions in these areas. Further, it may serve as a reference work to understand the latest engineering and technologies used by practicing engineers in the field of communication engineering.

Book Genetic and Evolutionary Computation     GECCO 2004

Download or read book Genetic and Evolutionary Computation GECCO 2004 written by Kalyanmoy Deb and published by Springer. This book was released on 2004-06-01 with total page 1490 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set LNCS 3102/3103 constitutes the refereed proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2004, held in Seattle, WA, USA, in June 2004. The 230 revised full papers and 104 poster papers presented were carefully reviewed and selected from 460 submissions. The papers are organized in topical sections on artificial life, adaptive behavior, agents, and ant colony optimization; artificial immune systems, biological applications; coevolution; evolutionary robotics; evolution strategies and evolutionary programming; evolvable hardware; genetic algorithms; genetic programming; learning classifier systems; real world applications; and search-based software engineering.

Book Parallel Genetic Algorithm Engine on an FPGA

Download or read book Parallel Genetic Algorithm Engine on an FPGA written by Mark La Spina and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: ABSTRACT: The field of FPGA design is ever-growing due to costs being lower than that of ASICs, as well as the time and cost of development. Creating programs to run on them is equally important as developing the devices themselves. Utilizing the increase in performance over software, as well as the ease of reprogramming the device, has led to complex concepts and algorithms that would otherwise be very time-consuming when implemented on software. One such focus has been towards a search and optimization algorithm called the genetic algorithm. The proposed approach is to take an existing application of the genetic algorithm on an FPGA, developed by Fernando et al. [1], and create several instances of it to make a parallel genetic algorithm engine. The genetic algorithm cores are interfaced with a controller module that will control the flow of data between them to implement the parallel execution. Both coarse-grained and fine-grained parallelism are tested and results collected to find the best performance when compared to the single core design. Initial experimental results show some improvement over the number of generations required to reach the optimal fitness level, as well as more significant improvement for the number of generations needed for the average fitness to reach the optimal level.

Book Evolvable Systems  From Biology to Hardware

Download or read book Evolvable Systems From Biology to Hardware written by Tetsuya Higuchi and published by Springer Science & Business Media. This book was released on 1997-06-18 with total page 504 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the strictly refereed post-conference proceedings recording the scientific progress achieved at the First International Conference on Evolvable Systems: From Biology to Hardware, ICES'96, held in Tsukuba, Japan, in October 1996. The volume presents 33 revised full papers including several invited contributions surveying the state of the art in this emerging area of research and development. The volume is divided into topical sections on evolware, cellular systems, engineering applications of evolvable hardware systems, evolutionary robotics, innovative architectures, evolvable systems, evolvable hardware, and genetic programming.

Book Evolutionary Robotics  From Algorithms To Implementations

Download or read book Evolutionary Robotics From Algorithms To Implementations written by Ling-feng Wang and published by World Scientific. This book was released on 2006-07-17 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: This invaluable book comprehensively describes evolutionary robotics and computational intelligence, and how different computational intelligence techniques are applied to robotic system design. It embraces the most widely used evolutionary approaches with their merits and drawbacks, presents some related experiments for robotic behavior evolution and the results achieved, and shows promising future research directions. Clarity of explanation is emphasized such that a modest knowledge of basic evolutionary computation, digital circuits and engineering design will suffice for a thorough understanding of the material.The book is ideally suited to computer scientists, practitioners and researchers keen on computational intelligence techniques, especially the evolutionary algorithms in autonomous robotics at both the hardware and software levels.

Book Handbook of Research on Natural Computing for Optimization Problems

Download or read book Handbook of Research on Natural Computing for Optimization Problems written by Mandal, Jyotsna Kumar and published by IGI Global. This book was released on 2016-05-25 with total page 1199 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nature-inspired computation is an interdisciplinary topic area that connects the natural sciences to computer science. Since natural computing is utilized in a variety of disciplines, it is imperative to research its capabilities in solving optimization issues. The Handbook of Research on Natural Computing for Optimization Problems discusses nascent optimization procedures in nature-inspired computation and the innovative tools and techniques being utilized in the field. Highlighting empirical research and best practices concerning various optimization issues, this publication is a comprehensive reference for researchers, academicians, students, scientists, and technology developers interested in a multidisciplinary perspective on natural computational systems.

Book Genetic Algorithms in Search  Optimization  and Machine Learning

Download or read book Genetic Algorithms in Search Optimization and Machine Learning written by David Edward Goldberg and published by Addison-Wesley Professional. This book was released on 1989 with total page 436 pages. Available in PDF, EPUB and Kindle. Book excerpt: A gentle introduction to genetic algorithms. Genetic algorithms revisited: mathematical foundations. Computer implementation of a genetic algorithm. Some applications of genetic algorithms. Advanced operators and techniques in genetic search. Introduction to genetics-based machine learning. Applications of genetics-based machine learning. A look back, a glance ahead. A review of combinatorics and elementary probability. Pascal with random number generation for fortran, basic, and cobol programmers. A simple genetic algorithm (SGA) in pascal. A simple classifier system(SCS) in pascal. Partition coefficient transforms for problem-coding analysis.

Book Genetic and Evolutionary Computation  GECCO

Download or read book Genetic and Evolutionary Computation GECCO written by and published by . This book was released on 2003 with total page 1516 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Handbook of Nature Inspired and Innovative Computing

Download or read book Handbook of Nature Inspired and Innovative Computing written by Albert Y. Zomaya and published by Springer Science & Business Media. This book was released on 2006-01-10 with total page 758 pages. Available in PDF, EPUB and Kindle. Book excerpt: As computing devices proliferate, demand increases for an understanding of emerging computing paradigms and models based on natural phenomena. Neural networks, evolution-based models, quantum computing, and DNA-based computing and simulations are all a necessary part of modern computing analysis and systems development. Vast literature exists on these new paradigms and their implications for a wide array of applications. This comprehensive handbook, the first of its kind to address the connection between nature-inspired and traditional computational paradigms, is a repository of case studies dealing with different problems in computing and solutions to these problems based on nature-inspired paradigms. The "Handbook of Nature-Inspired and Innovative Computing: Integrating Classical Models with Emerging Technologies" is an essential compilation of models, methods, and algorithms for researchers, professionals, and advanced-level students working in all areas of computer science, IT, biocomputing, and network engineering.

Book 2013 International Conference on Computer Science and Artificial Intelligence

Download or read book 2013 International Conference on Computer Science and Artificial Intelligence written by Dr. Yuetong Lin and published by DEStech Publications, Inc. This book was released on 2014-11-16 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main objective of ICCSAI2013 is to provide a platform for the presentation of top and latest research results in global scientific areas. The conference aims to provide a high level international forum for researcher, engineers and practitioners to present and discuss recent advances and new techniques in computer science and artificial intelligence. It also serves to foster communications among researcher, engineers and practitioners working in a common interest in improving computer science, artificial intelligence and the related fields. We have received 325 numbers of papers through "Call for Paper", out of which 94 numbers of papers were accepted for publication in the conference proceedings through double blind review process. The conference is designed to stimulate the young minds including Research Scholars, Academicians, and Practitioners to contribute their ideas, thoughts and nobility in these two disciplines.