DocumentCode :
262839
Title :
Individual-gating-by-sorting in MHT
Author :
Viet Due Nguyen ; Claussen, Tim
Author_Institution :
Digital Signal Process. & Syst. Theor, Christian-Albrechts-Univ. zu Kiel, Kiel, Germany
fYear :
2014
fDate :
7-10 July 2014
Firstpage :
1
Lastpage :
8
Abstract :
An efficient individual gating method is described and tested. Compared to other approaches it does not solely calculate distances between the predicted and the actual measurement but checks for overlapping frames centered around them. In contrast to covariance ellipses, these frames are created only by using the main diagonal entries of covariance matrices. The overlap-check is done by sorting algorithms and binary search. Only measurements which pass the overlap-check are further processed by ellipsoid gating. In doing so, not only the computation time itself but also the complexity can be reduced compared to classical ellipsoid or rectangular gating. This Individual-Gating-by-Sorting is integrated into a Multi-Hypothesis tracker and applied to a multistatic sonar dataset. Results show outstanding performances. The gain compared to classical ellipsoid gating in terms of computation even further increases as the amount of data increases.
Keywords :
target tracking; MHT; binary search; classical ellipsoid; covariance ellipses; covariance matrices; individual gating method; individual gating-by-sorting; multi-hypothesis tracker; multistatic sonar dataset; overlapping frames; rectangular gating; sorting algorithms; Complexity theory; Covariance matrices; Ellipsoids; Logic gates; Position measurement; Target tracking; Technological innovation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion (FUSION), 2014 17th International Conference on
Conference_Location :
Salamanca
Type :
conf
Filename :
6916027
Link To Document :
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