Randomized Algorithms for Analysis and Control of Uncertain Systems

With Applications

2nd ed. 2013.
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December 25, 2021 | History

Randomized Algorithms for Analysis and Control of Uncertain Systems

With Applications

2nd ed. 2013.
  • 0 Ratings
  • 0 Want to read
  • 0 Currently reading
  • 0 Have read

The presence of uncertainty in a system description has always been a critical issue in control. The main objective of Randomized Algorithms for Analysis and Control of Uncertain Systems, with Applications (Second Edition) is to introduce the reader to the fundamentals of probabilistic methods in the analysis and design of systems subject to deterministic and stochastic uncertainty. The approach propounded by this text guarantees a reduction in the computational complexity of classical control algorithms and in the conservativeness of standard robust control techniques.^ The second edition has been thoroughly updated to reflect recent research and new applications with chapters on statistical learning theory, sequential methods for control and the scenario approach being completely rewritten.

Features:

· self-contained treatment explaining Monte Carlo and Las Vegas randomized algorithms from their genesis in the principles of probability theory to their use for system analysis;

· development of a novel paradigm for (convex and nonconvex) controller synthesis in the presence of uncertainty and in the context of randomized algorithms;

· comprehensive treatment of multivariate sample generation techniques, including consideration of the difficulties involved in obtaining identically and independently distributed samples;

· applications of randomized algorithms in various endeavours,^ such as PageRank computation for the Google Web search engine, unmanned aerial vehicle design (both new in the second edition), congestion control of high-speed communications networks and stability of quantized sampled-data systems.

Randomized Algorithms for Analysis and Control of Uncertain Systems (second edition) is certain to interest academic researchers and graduate control students working in probabilistic, robust or optimal control methods and control engineers dealing with system uncertainties.

The present book is a very timely contribution to the literature. I have no hesitation in asserting that it will remain a widely cited reference work for many years.

M. Vidyasagar

The Communications and Control Engineering series reports major technological advances which have potential for great impact in the fields of communication and control.^ It reflects research in industrial and academic institutions around the world so that the readership can exploit new possibilities as they become available.

Publish Date
Language
English
Pages
357

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Previews available in: English

Edition Availability
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Randomized Algorithms for Analysis and Control of Uncertain Systems: With Applications
2013, Springer London, Imprint: Springer
electronic resource : in English - 2nd ed. 2013.
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Randomized Algorithms for Analysis and Control of Uncertain Systems: With Applications
Oct 21, 2012, Springer, Brand: Springer
hardcover
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Randomized Algorithms for Analysis and Control of Uncertain Systems
2010, Springer London, Limited
in English
Cover of: Randomized Algorithms for Analysis and Control of Uncertain Systems
Randomized Algorithms for Analysis and Control of Uncertain Systems
2005, Springer London, Limited
in English

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Book Details


Table of Contents

Uncertainty and Robustness
Probability and Robustness of Uncertain Systems
Elements of Probability Theory
Uncertain Linear Systems and Robustness
Linear Robust Control Design
Some Limits of the Robustness Paradigm
Probabilistic Methods for Robustness
Monte Carlo Methods
Randomized Algorithms in Systems and Control
Probability Inequalities
Statistical Learning Theory and Control Design
Sequential Algorithms for Probabilistic Robust Design
Sequential Algorithms for LPV Systems
Scenario Approach for Probabilistic Robust Design
Random Number and Variate Generation
Statistical Theory of Radial Random Vectors
Vector Randomization Methods
Statistical Theory of Radial Random Matrices
Matrix Randomization Methods
Applications of Randomized Algorithms.

Edition Notes

Published in
London
Series
Communications and Control Engineering

Classifications

Dewey Decimal Class
629.8
Library of Congress
TJ212-225, QA402 .T43 2013, TA1-2040

The Physical Object

Format
[electronic resource] :
Pagination
XXI, 357 p. 75 illus., 49 illus. in color.
Number of pages
357

ID Numbers

Open Library
OL27084405M
Internet Archive
randomizedalgori00temp_473
ISBN 13
9781447146100
LCCN
2012951683

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History

Download catalog record: RDF / JSON / OPDS | Wikipedia citation
December 25, 2021 Edited by ImportBot import existing book
November 13, 2020 Edited by MARC Bot import existing book
July 6, 2019 Created by MARC Bot Imported from Internet Archive item record