عنوان

Randomized algorithms for analysis and control of uncertain systems

(Number (ISBN

1447146093

(Number (ISBN

9781447146094

Erroneous ISBN

9781447146100

Number

b402511

Title Proper

Randomized algorithms for analysis and control of uncertain systems

General Material Designation

[Book]

Other Title Information

with applications /

First Statement of Responsibility

Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene.

Edition Statement

Second Edition.

Place of Publication, Distribution, etc.

London :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

[2013]

Series Title

Communications and control engineering,

ISSN of Series

0178-5354

Text of Note

Includes bibliographical references (pages 337-352) and index.

Text of Note

1. Overview -- 2. Elements of probability theory -- 3. Uncertain linear systems -- 4. Linear robust control design -- 5. Limits of the robustness paradigm -- 6. Probabilistic methods for uncertain systems -- 7. Monte Carlo methods -- 8. Probability inequalities -- 9. Statistical learning theory -- 10. Randomized algorithms in systems and control -- 11. Sequential methods for probabilistic design -- 12. Scenario approach to probabilistic design -- 13. Learning-based probabilistic design -- 14. Random number and variate generation -- 15. Statistical theory of random vectors -- 16. Vector randomization methods -- 17. Statistical theory of random matrices -- 18. Matrix randomization methods -- 19. Applications of randomized algorithms.

0

Text of Note

"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."--

Algorithms.

Control theory.

Stochastic processes.

System analysis.

Tempo, R.

Calafiore, Giuseppe,1969-

Dabbene, Fabrizio,1968-

SpringerLink (Online service).

Date of Transaction

20190307161400.0

Electronic name

[Book]

Y