Title :
Computational Analysis of Dynamic Logic GMTI Tracker
Author :
Streltsov, Simon ; Petrov, Sergey ; Muchnik, Ilya ; Perlovsky, Leonid ; Deming, Ross
Author_Institution :
LongShortWay, Inc., Cambridge, MA
fDate :
April 30 2007-May 3 2007
Abstract :
The major computational challenge of multi-target tracking in clutter is solving the report-to-track association problem that has non-combinatorial complexity. Dynamic logic (DL) tracker performs data association without combinatorial complexity. The algorithm is designed for multi-target high-clutter scenarios in which combinatorial trackers have impractically high complexity. Thus, DL tracker can operate on GMTI data with low detection thresholds and detect very low signal tracks. This paper presents analysis of numerical performance of the dynamic logic tracker on a representative scenario
Keywords :
clutter; formal logic; sensor fusion; GMTI tracker; computational analysis; computational challenge; data association; dynamic logic; low signal tracks; multitarget tracking; noncombinatorial complexity; report-to-track association problem; Algorithm design and analysis; Coordinate measuring machines; Gaussian distribution; Heuristic algorithms; Logic; Military computing; Performance analysis; Signal detection; Target tracking; Time measurement;
Conference_Titel :
Integration of Knowledge Intensive Multi-Agent Systems, 2007. KIMAS 2007. International Conference on
Conference_Location :
Waltham, MA
Print_ISBN :
1-4244-0944-6
Electronic_ISBN :
1-4244-0945-4
DOI :
10.1109/KIMAS.2007.369808