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Opis

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 followa 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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Kategoria Książki po angielsku Technology, engineering, agriculture Electronics & communications engineering Communications engineering / telecommunications

• Pełny tytuł: Foundations and Applications of Sensor Management
• Podtytuł: Signals and Communication Technology
• Autor: Alfred O. Hero, David Casta, Doug Cochran, Keith Kastella
• Język: Angielski
• Oprawa: Twarda
• Liczba stron: 310
• EAN: 9780387278926
• ISBN: 0387278923
• ID: 01381433
• Wydawca: Springer-Verlag New York Inc.
• Waga: 656 g
• Wymiary: 235 × 155 × 22 mm
• Data wydania: 15. November 2007

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