Foundations and Applications of Sensor Management

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 f...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Hero, Alfred Olivier (Editor ), Castañón, David (Editor ), Cochran, Doug (Editor ), Kastella, Keith (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer US : Imprint: Springer, 2008.
Edición:1st ed. 2008.
Colección:Signals and Communication Technology,
Temas:
Signal processing.
Telecommunication.
Control engineering.
Robotics.
Automation.
Coding theory.
Information theory.
Electrical engineering.
Signal, Speech and Image Processing .
Communications Engineering, Networks.
Control, Robotics, Automation.
Coding and Information Theory.
Electrical and Electronic Engineering.
Acceso en línea:Texto Completo
Descripción
Sumario: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.
Descripción Física:XVIII, 310 p. online resource.
ISBN:9780387498195
ISSN:1860-4870

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