FPGA Implementations of Neural Networks

FPGA Implementations of Neural Networks
Title FPGA Implementations of Neural Networks PDF eBook
Author Amos R. Omondi
Publisher Springer Science & Business Media
Pages 365
Release 2006-10-04
Genre Technology & Engineering
ISBN 0387284877

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During the 1980s and early 1990s there was signi?cant work in the design and implementation of hardware neurocomputers. Nevertheless, most of these efforts may be judged to have been unsuccessful: at no time have have ha- ware neurocomputers been in wide use. This lack of success may be largely attributed to the fact that earlier work was almost entirely aimed at developing custom neurocomputers, based on ASIC technology, but for such niche - eas this technology was never suf?ciently developed or competitive enough to justify large-scale adoption. On the other hand, gate-arrays of the period m- tioned were never large enough nor fast enough for serious arti?cial-neur- network (ANN) applications. But technology has now improved: the capacity and performance of current FPGAs are such that they present a much more realistic alternative. Consequently neurocomputers based on FPGAs are now a much more practical proposition than they have been in the past. This book summarizes some work towards this goal and consists of 12 papers that were selected, after review, from a number of submissions. The book is nominally divided into three parts: Chapters 1 through 4 deal with foundational issues; Chapters 5 through 11 deal with a variety of implementations; and Chapter 12 looks at the lessons learned from a large-scale project and also reconsiders design issues in light of current and future technology.

Field-Programmable Logic and Applications

Field-Programmable Logic and Applications
Title Field-Programmable Logic and Applications PDF eBook
Author Peter Y.K. Cheung
Publisher Springer Science & Business Media
Pages 1204
Release 2003-08-27
Genre Computers
ISBN 3540408223

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This book constitutes the refereed proceedings of the 13th International Conference on Field-Programmable Logic and Applications, FPL 2003, held in Lisbon, Portugal in September 2003. The 90 revised full papers and 56 revised poster papers presented were carefully reviewed and selected from 216 submissions. The papers are organized in topical sections on technologies and trends, communications applications, high level design tools, reconfigurable architecture, cryptographic applications, multi-context FPGAs, low-power issues, run-time reconfiguration, compilation tools, asynchronous techniques, bio-related applications, codesign, reconfigurable fabrics, image processing applications, SAT techniques, application-specific architectures, DSP applications, dynamic reconfiguration, SoC architectures, emulation, cache design, arithmetic, bio-inspired design, SoC design, cellular applications, fault analysis, and network applications.

Application of FPGA to Real‐Time Machine Learning

Application of FPGA to Real‐Time Machine Learning
Title Application of FPGA to Real‐Time Machine Learning PDF eBook
Author Piotr Antonik
Publisher Springer
Pages 187
Release 2018-05-18
Genre Science
ISBN 3319910531

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This book lies at the interface of machine learning – a subfield of computer science that develops algorithms for challenging tasks such as shape or image recognition, where traditional algorithms fail – and photonics – the physical science of light, which underlies many of the optical communications technologies used in our information society. It provides a thorough introduction to reservoir computing and field-programmable gate arrays (FPGAs). Recently, photonic implementations of reservoir computing (a machine learning algorithm based on artificial neural networks) have made a breakthrough in optical computing possible. In this book, the author pushes the performance of these systems significantly beyond what was achieved before. By interfacing a photonic reservoir computer with a high-speed electronic device (an FPGA), the author successfully interacts with the reservoir computer in real time, allowing him to considerably expand its capabilities and range of possible applications. Furthermore, the author draws on his expertise in machine learning and FPGA programming to make progress on a very different problem, namely the real-time image analysis of optical coherence tomography for atherosclerotic arteries.

Embedded Systems and Artificial Intelligence

Embedded Systems and Artificial Intelligence
Title Embedded Systems and Artificial Intelligence PDF eBook
Author Vikrant Bhateja
Publisher Springer Nature
Pages 880
Release 2020-04-07
Genre Technology & Engineering
ISBN 9811509476

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This book gathers selected research papers presented at the First International Conference on Embedded Systems and Artificial Intelligence (ESAI 2019), held at Sidi Mohamed Ben Abdellah University, Fez, Morocco, on 2–3 May 2019. Highlighting the latest innovations in Computer Science, Artificial Intelligence, Information Technologies, and Embedded Systems, the respective papers will encourage and inspire researchers, industry professionals, and policymakers to put these methods into practice.

Advances on P2P, Parallel, Grid, Cloud and Internet Computing

Advances on P2P, Parallel, Grid, Cloud and Internet Computing
Title Advances on P2P, Parallel, Grid, Cloud and Internet Computing PDF eBook
Author Leonard Barolli
Publisher Springer Nature
Pages 963
Release 2019-10-19
Genre Technology & Engineering
ISBN 3030335097

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This book presents the latest research findings, innovative research results, methods and development techniques related to P2P, grid, cloud and Internet computing from both theoretical and practical perspectives. It also reveals the synergies among such large-scale computing paradigms. P2P, grid, cloud and Internet computing technologies have rapidly become established as breakthrough paradigms for solving complex problems by enabling aggregation and sharing of an increasing variety of distributed computational resources at large scale. Grid computing originated as a paradigm for high-performance computing, as an alternative to expensive supercomputers through different forms of large-scale distributed computing. P2P computing emerged as a new paradigm after client–server and web-based computing and has proved useful in the development of social networking, B2B (business to business), B2C (business to consumer), B2G (business to government), and B2E (business to employee). Cloud computing has been defined as a “computing paradigm where the boundaries of computing are determined by economic rationale rather than technical limits,” and it has fast become a computing paradigm with applicability and adoption in all application domains and which provides utility computing at a large scale. Lastly, Internet computing is the basis of any large-scale distributed computing paradigms; it has developed into a vast area of flourishing fields with enormous impact on today’s information societies, and serving as a universal platform comprising a large variety of computing forms such as grid, P2P, cloud and mobile computing.

Reconfigurable Computing: Architectures and Applications

Reconfigurable Computing: Architectures and Applications
Title Reconfigurable Computing: Architectures and Applications PDF eBook
Author Koen Bertels
Publisher Springer Science & Business Media
Pages 484
Release 2006-07-26
Genre Computers
ISBN 354036708X

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This book constitutes the thoroughly refereed post-proceedings of the Second International Workshop on Reconfigurable Computing, ARC 2006, held in Delft, The Netherlands, in March 2006. The 22 revised full papers and 35 revised short papers presented were thoroughly reviewed and selected from 95 submissions. The papers are organized in topical sections on applications, power, image processing, organization and architecture, networks and communication, security, and tools.

2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS)

2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS)
Title 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS) PDF eBook
Author IEEE Staff
Publisher
Pages
Release 2020-11-23
Genre
ISBN 9781728160450

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The scope of the conference will be on Electronics Circuits and Systems