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Target Tracking with Random Finite Sets / by Weihua Wu, Hemin Sun, Mao Zheng, Weiping Huang

1st ed. 2023.
出版者 (Singapore : Springer Nature Singapore : Imprint: Springer)
出版年 2023
本文言語 英語
大きさ XVI, 443 p. 47 illus., 34 illus. in color : online resource
著者標目 *Wu, Weihua author
Sun, Hemin author
Zheng, Mao author
Huang, Weiping author
SpringerLink (Online service)
件 名 LCSH:Signal processing
LCSH:Control engineering
LCSH:Probabilities
FREE:Digital and Analog Signal Processing
FREE:Control and Systems Theory
FREE:Probability Theory
一般注記 Introduction -- Single Target Tracking Algorithms -- Foundation of the Random Finite Set -- The Probability Hypothesis Density Filter -- The Cardinalized Probability Hypothesis Density Filter -- The Multi-Bernoulli Filter -- Labeled RFS-Based Filters -- Maneuvering Target Tracking -- Target Tracking for Doppler Radars -- Track-Before-Detect for Dim Targets -- Target Tracking With Non-Standard Measurements -- Target Tracking for Multiple Distributed Sensors -- Appendix
This book focuses on target tracking and information fusion with random finite sets. Both principles and implementations have been addressed, with more weight placed on engineering implementations. This is achieved by providing in-depth study on a number of major topics such as the probability hypothesis density (PHD), cardinalized PHD, multi-Bernoulli (MB), labeled MB (LMB), d-generalized LMB (d-GLMB), marginalized d-GLMB, together with their Gaussian mixture and sequential Monte Carlo implementations. Five extended applications are covered, which are maneuvering target tracking, target tracking for Doppler radars, track-before-detect for dim targets, target tracking with non-standard measurements, and target tracking with multiple distributed sensors. The comprehensive and systematic summarization in target tracking with RFSs is one of the major features of the book, which is particularly suited for readers who are interested to learn solutions in target tracking with RFSs. The book benefits researchers, engineers, and graduate students in the fields of random finite sets, target tracking, sensor fusion/data fusion/information fusion, etc
HTTP:URL=https://doi.org/10.1007/978-981-19-9815-7
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データ種別 電子ブック
分 類 LCC:TK5102.9
DC23:621.3822
書誌ID 4001055039
ISBN 9789811998157

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