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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...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor Corporativo: | |
| Otros Autores: | , , , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York, NY :
Springer US : Imprint: Springer,
2008.
|
| Edición: | 1st ed. 2008. |
| Colección: | Signals and Communication Technology,
|
| Temas: | |
| Acceso en línea: | Texto Completo |
MARC
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| 001 | 978-0-387-49819-5 | ||
| 003 | DE-He213 | ||
| 005 | 20220116193410.0 | ||
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| 020 | |a 9780387498195 |9 978-0-387-49819-5 | ||
| 024 | 7 | |a 10.1007/978-0-387-49819-5 |2 doi | |
| 050 | 4 | |a TK5102.9 | |
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| 245 | 1 | 0 | |a Foundations and Applications of Sensor Management |h [electronic resource] / |c edited by Alfred Olivier Hero, David Castañón, Doug Cochran, Keith Kastella. |
| 250 | |a 1st ed. 2008. | ||
| 264 | 1 | |a New York, NY : |b Springer US : |b Imprint: Springer, |c 2008. | |
| 300 | |a XVIII, 310 p. |b online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 490 | 1 | |a Signals and Communication Technology, |x 1860-4870 | |
| 505 | 0 | |a Overview of Book -- Stochastic Control Theory for Sensor Management -- Information Theoretic Approaches to Sensor Management -- Joint Multi-Target Particle Filtering -- Pomdp Approximation Using Simulation and Heuristics -- Multi-Armed Bandit Problems -- Application of Multi-Armed Bandits to Sensor Management -- Active Learning and Sampling -- Plan-In-Advance Active Learning 0f Classifiers -- Application of Sensor Scheduling Concepts to Radar -- Defense Applications -- Appendices. | |
| 520 | |a 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. | ||
| 650 | 0 | |a Signal processing. | |
| 650 | 0 | |a Telecommunication. | |
| 650 | 0 | |a Control engineering. | |
| 650 | 0 | |a Robotics. | |
| 650 | 0 | |a Automation. | |
| 650 | 0 | |a Coding theory. | |
| 650 | 0 | |a Information theory. | |
| 650 | 0 | |a Electrical engineering. | |
| 650 | 1 | 4 | |a Signal, Speech and Image Processing . |
| 650 | 2 | 4 | |a Communications Engineering, Networks. |
| 650 | 2 | 4 | |a Control, Robotics, Automation. |
| 650 | 2 | 4 | |a Coding and Information Theory. |
| 650 | 2 | 4 | |a Electrical and Electronic Engineering. |
| 700 | 1 | |a Hero, Alfred Olivier. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Castañón, David. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Cochran, Doug. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Kastella, Keith. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9780387508535 |
| 776 | 0 | 8 | |i Printed edition: |z 9781441939111 |
| 776 | 0 | 8 | |i Printed edition: |z 9780387278926 |
| 830 | 0 | |a Signals and Communication Technology, |x 1860-4870 | |
| 856 | 4 | 0 | |u https://doi.uam.elogim.com/10.1007/978-0-387-49819-5 |z Texto Completo |
| 912 | |a ZDB-2-ENG | ||
| 912 | |a ZDB-2-SXE | ||
| 950 | |a Engineering (SpringerNature-11647) | ||
| 950 | |a Engineering (R0) (SpringerNature-43712) | ||