Introduction to Noise-Resilient Computing (Record no. 84674)
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fixed length control field | 04350nam a22005895i 4500 |
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control field | 978-3-031-79855-9 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240730163509.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 220601s2013 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783031798559 |
-- | 978-3-031-79855-9 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 620 |
100 1# - AUTHOR NAME | |
Author | Yanushkevich, Svetlana N. |
245 10 - TITLE STATEMENT | |
Title | Introduction to Noise-Resilient Computing |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2013. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | XIX, 132 p. |
490 1# - SERIES STATEMENT | |
Series statement | Synthesis Lectures on Digital Circuits & Systems, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Introduction to probabilistic computation models -- Nanoscale circuits and fluctuation problems -- Estimators and Metrics -- MRF Models of Logic Gates -- Neuromorphic models -- Noise-tolerance via error correcting -- Conclusion and future work. |
520 ## - SUMMARY, ETC. | |
Summary, etc | Noise abatement is the key problem of small-scaled circuit design. New computational paradigms are needed -- as these circuits shrink, they become very vulnerable to noise and soft errors. In this lecture, we present a probabilistic computation framework for improving the resiliency of logic gates and circuits under random conditions induced by voltage or current fluctuation. Among many probabilistic techniques for modeling such devices, only a few models satisfy the requirements of efficient hardware implementation -- specifically, Boltzman machines and Markov Random Field (MRF) models. These models have similar built-in noise-immunity characteristics based on feedback mechanisms. In probabilistic models, the values 0 and 1 of logic functions are replaced by degrees of beliefs that these values occur. An appropriate metric for degree of belief is probability. We discuss various approaches for noise-resilient logic gate design, and propose a novel design taxonomy based on implementation of the MRF model by a new type of binary decision diagram (BDD), called a cyclic BDD. In this approach, logic gates and circuits are designed using 2-to-1 bi-directional switches. Such circuits are often modeled using Shannon expansions with the corresponding graph-based implementation, BDDs. Simulation experiments are reported to show the noise immunity of the proposed structures. Audiences who may benefit from this lecture include graduate students taking classes on advanced computing device design, and academic and industrial researchers. Table of Contents: Introduction to probabilistic computation models / Nanoscale circuits and fluctuation problems / Estimators and Metrics / MRF Models of Logic Gates / Neuromorphic models / Noise-tolerance via error correcting / Conclusion and future work. |
700 1# - AUTHOR 2 | |
Author 2 | Kasai, Seiya. |
700 1# - AUTHOR 2 | |
Author 2 | Tangim, Golam. |
700 1# - AUTHOR 2 | |
Author 2 | Tran, A.H. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-79855-9 |
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Koha item type | eBooks |
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-- | Springer International Publishing : |
-- | Imprint: Springer, |
-- | 2013. |
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-- | computer |
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-- | online resource |
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-- | text file |
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650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Engineering. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Electronic circuits. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Control engineering. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Robotics. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Automation. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computers. |
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-- | Technology and Engineering. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Electronic Circuits and Systems. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Control, Robotics, Automation. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer Hardware. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
-- | 1932-3174 |
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