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" Stochastic processes, estimation, and control / "
Jason L. Speyer, Walter H. Chung.
Document Type
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BL
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Record Number
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950326
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Doc. No
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b704696
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Main Entry
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Speyer, Jason Lee.
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Title & Author
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Stochastic processes, estimation, and control /\ Jason L. Speyer, Walter H. Chung.
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Edition Statement
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1st ed.
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Publication Statement
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Philadelphia :: Society for Industrial and Applied Mathematics,, ©2008.
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Series Statement
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Advances in design and control ;; 17
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Page. NO
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xiv, 383 pages :: illustrations (some color) ;; 26 cm.
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ISBN
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0898716551
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: 9780898716559
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Bibliographies/Indexes
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Includes bibliographical references (pages 377-380) and index.
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Contents
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Probability theory -- Random variables and stochastic processes -- Conditional expectations and discrete-time Kalman filtering -- Least squares, the orthogonal projection Lemma, and discrete-time Kalman filtering -- Stochastic processes and stochastic calculus -- Continuous-time Guass-Markov systems -- The extended Kalman filter -- A selection of results from estimation theory -- Stochastic control and linear quadratic Guassian control problem -- Linear exponential Guassian control and estimation.
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Abstract
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"The authors provide a comprehensive treatment of stochastic systems from the foundations of probability to stochastic optimal control. The book covers discrete- and continuous-time stochastic dynamic systems leading to the derivation of the Kalman filter, its properties, and its relation to the frequency domain Wiener filter aswell as the dynamic programming derivation of the linear quadratic Gaussian (LQG) and the linear exponential Gaussian (LEG) controllers and their relation to H[subscript 2] and H[subscript [infinity]] controllers and system robustness." "This book is suitable for first-year graduate students in electrical, mechanical, chemical, and aerospace engineering specializing in systems and control. Students in computer science, economics, and possibly business will also find it useful."--Jacket.
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Subject
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Control theory.
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Subject
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Estimation theory.
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Subject
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Stochastic processes.
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Subject
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Control theory.
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Subject
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Estimation theory.
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Subject
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Stochastic processes.
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Subject
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Schätztheorie.
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Subject
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Schätztheorie.
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Subject
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Stochastische Kontrolltheorie.
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Subject
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Stochastische Kontrolltheorie.
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Subject
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Stochastischer Prozess.
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Subject
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Stochastischer Prozess.
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Dewey Classification
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519.2/3
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LC Classification
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QA274.S655 2008
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NLM classification
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93Exx65Gxx93-0260-02msc
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SK 820rvk
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Added Entry
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Chung, Walter H.,1968-
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