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Introduction to noise-resilient computing (Record no. 561968)

000 -LEADER
fixed length control field 07598nam a2200745 i 4500
001 - CONTROL NUMBER
control field 6812976
003 - CONTROL NUMBER IDENTIFIER
control field IEEE
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200413152908.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m eo d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cn |||m|||a
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 130217s2013 caua foab 000 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781627050234 (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9781627050227 (pbk.)
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.2200/S00472ED1V01Y201301DCS040
Source of number or code doi
035 ## - SYSTEM CONTROL NUMBER
System control number (CaBNVSL)swl00402156
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)827937191
040 ## - CATALOGING SOURCE
Original cataloging agency CaBNVSL
Transcribing agency CaBNVSL
Modifying agency CaBNVSL
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QC176.8.N35
Item number I585 2013
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 537.6226
Edition number 23
245 00 - TITLE STATEMENT
Title Introduction to noise-resilient computing
Medium [electronic resource] /
Statement of responsibility, etc. S.N. Yanushkevich ... [et al.].
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) :
Name of publisher, distributor, etc. Morgan & Claypool,
Date of publication, distribution, etc. c2013.
300 ## - PHYSICAL DESCRIPTION
Extent 1 electronic text (xix, 132 p.) :
Other physical details ill., digital file.
490 1# - SERIES STATEMENT
Series statement Synthesis lectures on digital circuits and systems,
International Standard Serial Number 1932-3174 ;
Volume/sequential designation # 40
538 ## - SYSTEM DETAILS NOTE
System details note Mode of access: World Wide Web.
538 ## - SYSTEM DETAILS NOTE
System details note System requirements: Adobe Acrobat Reader.
500 ## - GENERAL NOTE
General note Part of: Synthesis digital library of engineering and computer science.
500 ## - GENERAL NOTE
General note Series from website.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references (p. 117-129).
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Preface -- Acknowledgments --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Introduction to probabilistic computation models -- 1.1 Why do we need probabilistic models? -- 1.1.1 Noise -- 1.1.2 Ideal noise-free conditions -- 1.1.3 Noisy operation conditions -- 1.2 Probabilistic techniques and models -- 1.2.1 Popular probabilistic techniques -- 1.2.2 Probabilistic models based on local computation -- 1.2.3 Nearest neighbor methodologies -- 1.2.4 Bayesian belief propagation model -- 1.2.5 Markov random field model -- 1.2.6 Neuromorphic model -- 1.3 Hardware implementation -- 1.4 Concluding remarks --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 2. Nanoscale circuits and fluctuation problems -- 2.1 Nanostructures for logic circuits -- 2.1.1 Why nanostructures? -- 2.1.2 Nanostructure formation -- 2.1.3 Nanostructure network and switching function for circuitry -- 2.2 Fluctuation in nanodevices and their integrated circuits -- 2.3 Concluding remarks --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 3. Estimators and metrics -- 3.1 Why do we need new metrics? -- 3.1.1 Objective and subjective measures of belief -- 3.1.2 Logic operations and data structures -- 3.1.3 Operations with probabilities and data structure -- 3.1.4 Measures of uncertainty -- 3.2 Uncertainty representation and estimation -- 3.2.1 Variability and random variables -- 3.2.2 Parameter estimation -- 3.2.3 Probability metrics -- 3.2.4 Information-theoretic metrics -- 3.3 Measurement techniques -- 3.3.1 Kullback-Leibler divergence -- 3.3.2 Signal-to-noise ratio (SNR) -- 3.3.3 Bit error rate (BER) -- 3.4 Maximum-likelihood estimators -- 3.4.1 Formal notation -- 3.4.2 The simplest estimator -- 3.4.3 The best hardware estimator -- 3.5 Summary and discussion --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 4. MRF models of logic gates -- 4.1 Basic definitions -- 4.1.1 Graphical data structure -- 4.1.2 Formal notion of the MRF model -- 4.1.3 Logic function embedding -- 4.1.4 Implementation -- 4.2 MRF model of a binary inverter -- 4.2.1 Marginalization -- 4.2.2 Compatibility truth table -- 4.2.3 Feedback -- 4.3 MRF model implementation using cyclic BDDs -- 4.3.1 Measures for BDTs and BDDs -- 4.3.2 Cyclic BDTs and BDDs -- 4.4 Simulation -- 4.4.1 NOT gate CMOS implementation using a cyclic BDD -- 4.4.2 Comparison -- 4.5 Noise-tolerant two-bit adder -- 4.5.1 Shared BDDs -- 4.5.2 Shared cyclic BDD -- 4.6 Experimental study -- 4.6.1 Comparisons of two-bit adders -- 4.6.2 Area, power, and delay -- 4.6.3 Simulation results -- 4.7 Ternary inverter -- 4.7.1 Noise-tolerant ternary inverter -- 4.7.2 Ternary CMOS NOT and MIN-NOT gate -- 4.7.3 Comparison with conventional CMOS design -- 4.7.4 Area, power, and delay -- 4.8 Summary and discussion --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 5. Neuromorphic models -- 5.1 Hopfield network and Boltzmann machine -- 5.1.1 Threshold gate -- 5.1.2 Noise and measure of uncertainty -- 5.1.3 Network of threshold cells -- 5.1.4 Hopfield network -- 5.1.5 Boltzmann machine -- 5.1.6 Logic function embedding -- 5.2 Experiments -- 5.2.1 Metric -- 5.2.2 Updating -- 5.2.3 Networking Hopfield models of gates -- 5.2.4 Modeling and results -- 5.3 Multistate Hopfield model -- 5.4 Concluding remarks --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 6. Noise-tolerance via error correcting -- 6.1 Introduction -- 6.2 Background of error correcting techniques -- 6.3 Logic gate reliability -- 6.3.1 Multiplexer circuit reliabilitY -- 6.4 Noise modeling in BDDS -- 6.5 BDD model with error correction -- 6.5.1 BDDs for shortened codes -- 6.6 Reliability of error-correcting BDDs -- 6.7 Summary and discussion --
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 7. Conclusion and future work -- Bibliography -- Authors' biographies.
506 1# - RESTRICTIONS ON ACCESS NOTE
Terms governing access Abstract freely available; full-text restricted to subscribers or individual document purchasers.
510 0# - CITATION/REFERENCES NOTE
Name of source Compendex
510 0# - CITATION/REFERENCES NOTE
Name of source INSPEC
510 0# - CITATION/REFERENCES NOTE
Name of source Google scholar
510 0# - CITATION/REFERENCES NOTE
Name of source Google book search
520 3# - 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.
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE
Additional physical form available note Also available in print.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Title from PDF t.p. (viewed on February 17, 2013).
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Nanoelectromechanical systems
General subdivision Noise.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Fault-tolerant computing.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Integrated circuits
General subdivision Fault tolerance.
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term nanotechnology
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Uncontrolled term nanostructure
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Uncontrolled term nanodevice
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Uncontrolled term fluctuation
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term logic gate
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Uncontrolled term noise-tolerance
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term fault-tolerance
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term Bayesian network
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term Markov random field
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term Hopfield model
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term Boltzmann machine
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Uncontrolled term binary decision diagram
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Yanushkevich, Svetlana N.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
International Standard Book Number 9781627050227
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Synthesis digital library of engineering and computer science.
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Synthesis lectures on digital circuits and systems ;
Volume/sequential designation # 40.
International Standard Serial Number 1932-3174
856 42 - ELECTRONIC LOCATION AND ACCESS
Materials specified Abstract with links to resource
Uniform Resource Identifier http://ieeexplore.ieee.org/servlet/opac?bknumber=6812976
Holdings
Withdrawn status Lost status Damaged status Not for loan Permanent Location Current Location Date acquired Barcode Date last seen Price effective from Koha item type
        PK Kelkar Library, IIT Kanpur PK Kelkar Library, IIT Kanpur 2020-04-13 EBKE468 2020-04-13 2020-04-13 E books

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