NDLI: Particle initialization effect of particle filter based track-before-detect algorithm

Content Provider	IEEE Xplore Digital Library
Author	Wang Na Wang Guo-hong Yu Hong-bo Sheng Dan
Copyright Year	2011
Description	Author affiliation: Institute of Information Fusion Technology, NAAU, Yantai, 264001, China (Wang Na; Wang Guo-hong; Yu Hong-bo; Sheng Dan)
Abstract	The problem of detecting and tracking weak, stealthy or dim targets is a challenging one. The particle filter based track before detect (TBD) algorithm is appealing for its generality and potential for solving non-linear non-Gaussian problem. However, real-time implementation can be hardly realized by this class of algorithm. Current state-of-the-art research ubiquitously deal with computationally intensive problem by improving the algorithm itself. This paper presents a recent study on the effect of the initial velocity range and position range of the particles on the existing particle filter based TBD methods to decrease the computational time. Moreover, it points out that a suitable velocity range and position range will improve detection ability and tracking performance.
Starting Page	180
Ending Page	184
File Size	722942
Page Count	5
File Format	PDF
ISBN	9781424489015
ISSN	10975659
e-ISBN	9781424489022
DOI	10.1109/RADAR.2011.5960524
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2011-05-23
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Target tracking Particle filters Pediatrics Signal to noise ratio Pixel Computational complexity detection ability particle Initialization particle Filter track-before-detect (TBD) computational complexity
Content Type	Text
Resource Type	Article
Subject	Electrical and Electronic Engineering

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