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Foundations and Applications of Sensor Management by Alfred Olivier Hero

Foundations and Applications of Sensor Management

by Alfred Olivier Hero
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₹11,017.00
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₹11,017.00
₹11,017.00

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Book cover type: Paperback
  • ISBN13: 9781441939111
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 310
  • Original Price: EUR 149.99
  • Language: English
  • Edition: N/A
  • Item Weight: 497 grams
  • BISAC Subject(s): Automation, Electronics / Microelectronics, and Electrical

From the Back Cover

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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