Continuous-Time Markov Jump Linear Systems

Buch | Hardcover
XII, 288 Seiten
2012 | 2013
Springer Berlin (Verlag)
978-3-642-34099-4 (ISBN)
117,69 inkl. MwSt
Covering an active and high-profile research topic, this volume presents a unified, rigorous treatment of recent developments in control theory that unlock numerous applications in high-integrity systems such as robotics, economics and wireless communications.

It has been widely recognized nowadays the importance of introducing mathematical models that take into account possible sudden changes in the dynamical behavior of a high-integrity systems or a safety-critical system. Such systems can be found in aircraft control, nuclear power stations, robotic manipulator systems, integrated communication networks and large-scale flexible structures for space stations, and are inherently vulnerable to abrupt changes in their structures caused by component or interconnection failures. In this regard, a particularly interesting class of models is the so-called Markov jump linear systems (MJLS), which have been used in numerous applications including robotics, economics and wireless communication. Combining probability and operator theory, the present volume provides a unified and rigorous treatment of recent results in control theory of continuous-time MJLS. This unique approach is of great interest to experts working in the field of linear systems with Markovian jump parameters or in stochastic control. The volume focuses on one of the few cases of stochastic control problems with an actual explicit solution and offers material well-suited to coursework, introducing students to an interesting and active research area.

The book is addressed to researchers working in control and signal processing engineering. Prerequisites include a solid background in classical linear control theory, basic familiarity with continuous-time Markov chains and probability theory, and some elementary knowledge of operator theory.

Marcelo Dutra Fragoso is Professor in the Department of Systems and Control at the National Laboratory for Scientific Computing LNCC/MCTI, Petrópolis, Rio de Janeiro.

1.Introduction.- 2.A Few Tools and Notations.- 3.Mean Square Stability.- 4.Quadratic Optimal Control with Complete Observations.- 5.H2 Optimal Control With Complete Observations.- 6.Quadratic and H2 Optimal Control with Partial Observations.- 7.Best Linear Filter with Unknown (x(t), th(t)).- 8.H_$infty$ Control.- 9.Design Techniques.- 10.Some Numerical Examples.- A.Coupled Differential and Algebraic Riccati Equations.- B.The Adjoint Operator and Some Auxiliary Results.- References. - Notation and Conventions.- Index.

From the reviews:

"This book is on the estimation and control of linear continuous-time stochastic systems with jump Markov parameters and additive Wiener processes. ... The book is suitable for introducing jump Markov systems theory to graduate students and practitioners with an appropriately advanced background in linear systems, state space control, probability and random processes. Since it has many of the significant control and estimation results in this field, it can also be used as a versatile reference source by researchers in this field." (Edwin Engin Yaz, Mathematical Reviews, October, 2013)

Erscheint lt. Verlag 18.12.2012
Reihe/Serie Probability and Its Applications
Zusatzinfo XII, 288 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 585 g
Themenwelt Mathematik / Informatik Mathematik Analysis
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Schlagworte 93E20, 60J27, 93E11, 93E15, 93E03, 60G35 • Continous-time Markov Processes on a Discrete State Space • Continuous-time Markov Processes on a Discrete Sta • Continuous-time Markov Processes on a Discrete State Space • filtering • Lineares System • Markov-Prozesse • Optimal Stochastic Control • Stochastic Stability • Stochastic Systems
ISBN-10 3-642-34099-7 / 3642340997
ISBN-13 978-3-642-34099-4 / 9783642340994
Zustand Neuware
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