Randomized Algorithms for Analysis and Control of Uncertain Systems (2nd Ed., 2nd ed. 2013) With Applications Communications and Control Engineering Series
Auteurs : Tempo Roberto, Calafiore Giuseppe, Dabbene Fabrizio
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 thedifficulties 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
Roberto Tempo has been Director of Research of Systems and Computer Engineering since 1991. His main research activities are focused on complex systems with uncertainty, and related applications. On these topics he has given several invited lectures at various conferences and workshops, including the recent plenary lectures at The Society of Instrument and Control Engineers of Japan Annual Conference, Taipei, Taiwan, and the 29th Chinese Control Conference, Beijing, China, both held during summer 2010 and focused on randomized algorithms and their applications to computing the PageRank for the Google search engine. In 2009 he taught a formal course at the University of Illinois at Urbana-Champaign on the topic of randomized algorithms for systems and control. In Spring 2011 he will teach a similar course on Probabilistic Methods for Robustness at the graduate school in systems, control, optimization and networks at Université Catholique de Louvain, Belgium. In 2011 he will deliver other plenary lectures at the VALUETOOLS conference in Paris, and at the 23rd Chinese Control and Decision Conference in Mianyang, China.
Dr. Tempo is author or co-author of more than 170 research papers published in international journals, books and conferences. He is also a co-author of the book "Randomized Algorithms for Analysis and Control of Uncertain Systems," Springer, London, 2005. He is a recipient of the "Outstanding Paper Prize Award" from the International Federation of Automatic Control (IFAC) for a paper published in Automatica, and of the "Distinguished Member Award" from the IEEE Control Systems Society. He is a Fellow of the IEEE for "Contributions to Robust Identification and Control of Uncertain Systems" and a Fellow of the IFAC for "Contributions to the Analysis and Control of Uncertain Systems, for Pioneering the Probabilistic Approach to Robustness." In 2010 he served as President of the IEEE Control Systems Society.
Giuseppe Calafiore receivedthe "La
Date de parution : 11-2014
Ouvrage de 360 p.
15.5x23.5 cm
Date de parution : 10-2012
Ouvrage de 360 p.
15.5x23.5 cm