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