Foundations and Applications of Sensor Management
Signals and Communication Technology
(Sprache: Englisch)
This book covers control theory signal processing and relevant applications in a unified manner. It introduces the area, takes stock of advances, and describes open problems and challenges in order to advance the field. The editors and contributors to this...
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This book covers control theory signal processing and relevant applications in a unified manner. It introduces the area, takes stock of advances, and describes open problems and challenges in order to advance the field. The editors and contributors to this book are pioneers in the area of active sensing and sensor management, and represent the diverse communities that are targeted.
Klappentext zu „Foundations and Applications of Sensor Management “
This book covers control theory signal processing and relevant applications in a unified manner. It introduces the area, takes stock of advances, and describes open problems and challenges in order to advance the field. The editors and contributors to this book are pioneers in the area of active sensing and sensor management, and represent the diverse communities that are targeted.
Sensor management is an enabling technology for the next generation of agile, multi-modal, and multi-waveform sensor platforms to efficiently perform tasks such as target detection, tracking, and identification. In sensor management the sequence of sensor actions, such as pointing angle, modality, or waveform, are selected adaptively based on information extracted from past measurements. This book presents the theory of sensor management with applications to real world examples such as adaptive mine detection, adaptive signal and image sampling, multiple target tracking, and radar waveform design. It is written by leading experts in the field for a diverse engineering audience ranging from signal processing, to automatic control, mathematical statistics, and machine learning. The level of treatment of the book is tutorial and self contained. The chapters of the book are grouped into three sections: theoretical foundations; approximate approaches; and applications. The book assumes the reader has a technical background at the level of a first year graduate student in one of the systems engineering disciplines, e.g. signal processing, control, or communications. An appendix is included on topics that the reader may not have seen as a first year graduate student such as: partially observable markov processes, statistical decision theory, information theory, and dynamic programming.
Inhaltsverzeichnis zu „Foundations and Applications of Sensor Management “
- 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
Bibliographische Angaben
- 2007, 310 Seiten, Maße: 16 x 24,1 cm, Gebunden, Englisch
- Herausgegeben:Hero, Alfred Olivier; Castañón, David; Cochran, Doug; Kastella, Keith
- Herausgegeben: Alfred Olivier Hero, Keith Kastella, David Castanon, Doug Cochran
- Verlag: Springer
- ISBN-10: 0387278923
- ISBN-13: 9780387278926
- Erscheinungsdatum: 15.11.2007
Sprache:
Englisch
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