Randomized Algorithms for Analysis and Control of Uncertain Systems

• Κύριοι συγγραφείς: Tempo, Roberto (Συγγραφέας), Dabbene, Fabrizio (Συγγραφέας), Calafiore, Giuseppe (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London, 2005.
• Σειρά: Communications and Control Engineering,
• Θέματα: Computer science.; Computers.; Algorithms.; Applied mathematics.; Engineering mathematics.; System theory.; Control engineering.; Electrical engineering.; Computer Science.; Theory of Computation.; Control.; Applications of Mathematics.; Algorithm Analysis and Problem Complexity.; Systems Theory, Control.; Communications Engineering, Networks.

The presence of uncertainty in a system description has always been a critical issue in control. Moving on from earlier stochastic and robust control paradigms, the main objective of this book is to introduce the reader to the fundamentals of probabilistic methods in the analysis and design of uncer...

Πίνακας περιεχομένων:

• Overview
• 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.