Foundations and Applications of Sensor Management

Phillips, Jack

ISBN 10: 0387278923 ISBN 13: 9780387278926

Published by Springer, 2007

Language: English

Condition: Used - As new Hardcover

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Bibliographic Details

Title

Foundations and Applications of Sensor Management

Publisher

Springer

Publication Date

2007

Language

English

ISBN 10

0387278923

ISBN 13

9780387278926

Binding

Hardcover

Condition

As New

Dust Jacket Condition

No Jacket

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About this title

Synopsis

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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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.

"About this title" may belong to another edition of this title.

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