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Titlebook: Silicon Implementation of Pulse Coded Neural Networks; Mona E. Zaghloul,Jack L. Meador,Robert W. Newcomb Book 1994 Kluwer Academic Publish

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书目名称Silicon Implementation of Pulse Coded Neural Networks
编辑Mona E. Zaghloul,Jack L. Meador,Robert W. Newcomb
视频video
丛书名称The Springer International Series in Engineering and Computer Science
图书封面Titlebook: Silicon Implementation of Pulse Coded Neural Networks;  Mona E. Zaghloul,Jack L. Meador,Robert W. Newcomb Book 1994 Kluwer Academic Publish
描述When confronted with the hows and whys of nature‘s computational engines, some prefer to focus upon neural function: addressing issues of neural system behavior and its relation to natural intelligence. Then there are those who prefer the study of the "mechanics" of neural systems: the nuts and bolts of the "wetware": the neurons and synapses. Those who investigate pulse coded implementations ofartificial neural networks know what it means to stand at the boundary which lies between these two worlds: not just asking why natural neural systems behave as they do, but also how they achieve their marvelous feats. The research results presented in this book not only address more conventional abstract notions of neural-like processing, but also the more specific details ofneural-like processors. It has been established for some time that natural neural systems perform a great deal of information processing via electrochemical pulses. Accordingly, pulse coded neural network concepts are receiving increased attention in artificial neural network research. This increased interest is compounded by continuing advances in the field of VLSI circuit design. This is the first time in history in w
出版日期Book 1994
关键词CMOS; Modulation; VLSI; complexity; information; integrated circuit; static-induction transistor
版次1
doihttps://doi.org/10.1007/978-1-4615-2680-3
isbn_softcover978-1-4613-6152-7
isbn_ebook978-1-4615-2680-3Series ISSN 0893-3405
issn_series 0893-3405
copyrightKluwer Academic Publishers 1994
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Low-Power Silicon Neurons, Axons and Synapses,ly supports low-power VLSI design; in this design style, MOS transistors typically operate in the weak-inversion regime. The low-power performance of this design style is outstanding; for example, [Watts 91] reports on a 51-stage silicon cochlea, that computes all outputs in real time and consumes 1 1µW.
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Pulse Coded Winner-Take-All Networks,aring only at the output of the winning unit. The mechanism used is closely related to the presynaptic inhibition approach introduced in [Yuille 88] with the exception that it is self-resetting and has properties which make it well suited for electronic realizations using asynchronous pulse-coded circuitry.
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Silicon Dendritic Trees,pulses at all, relying instead on electrotonic spread of membrane potential differences to communicate (e.g. .). Impulses are also used within the dendritic trees of some, or perhaps all, spatially extensive neurons (e.g. .). However, their role is not well understood, partly because experimemeasure
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