Foundations and Applications of Sensor Management
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- Hardcover
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Sprache:Englisch
Fr. 192.00
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Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
23.11.2010
Abbildungen
XVIII, 310 p.
Herausgeber
Alfred Olivier Hero + weitereVerlag
Springer UsSeitenzahl
310
Maße (L/B/H)
23.5/15.5/1.8 cm
Gewicht
499 g
Auflage
Softcover reprint of hardcover 1st ed. 2008
Sprache
Englisch
ISBN
978-1-4419-3911-1
Foundations and Applications of Sensor Management
presents the emerging theory of sensor management with applications to real-world examples such as landmine detection, adaptive signal and image sampling, multi-target tracking, and radar waveform scheduling. It is written by leading experts in the field for a diverse engineering audience ranging from signal processing, to automatic control, statistics, and machine learning. The level of treatment of the book is tutorial and self-contained.
The chapters of the book follow a logical development from theoretical foundations to approximate approaches and ending with applications. The coverage includes the following topics: stochastic control foundations of sensor management; multi-armed bandits and their connections to sensor management; information-theoretic approaches; managed sensing for multi-target tracking; approximation methods based on embedded simulation; active learning for classification and sampling; and waveform scheduling for radar. An appendix is included to provide essential background on topics the reader may not have encountered as a first-year graduate student: Markov decision processes; information theory; and stopping times.
Foundations and Applications of Sensor Management
is an important reference for signal processing and control engineers and researchers as well as machine learning application developers.
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