DocumentCode
714449
Title
Dynamic quantization for track fusion under communication constraints
Author
Gok, Gorkem ; Orguner, Umut
Author_Institution
Savunma ve Sistem Teknolojileri Sektor Baskanligi, ASELSAN A.r., Ankara, Turkey
fYear
2015
fDate
16-19 May 2015
Firstpage
962
Lastpage
965
Abstract
A new quantization approach is proposed for track fusion in fusion systems under communication constraints. The quantization algorithm used in practice for track fusion is a static nearest neighbor approach which selects the closest vector and the covariance in a table to the current track information. The quantization algorithm proposed here involves posing the quantization problem in an optimization framework and solving it by also including the predicted future values of the track into the picture. Since the approach considers the inherent dynamic characteristics of the tracks, the resulting methodology is called as dynamic quantization. The early simulation results show that the dynamic quantization is much more advantageous compared to static quantization even under very low bit rates.
Keywords
optimisation; quantisation (signal); telecommunication; communication constraints; dynamic quantization; fusion systems; quantization algorithm; quantization problem; static quantization; track fusion; track information; Frequency modulation; Heuristic algorithms; Kalman filters; Optimization; Prediction algorithms; Quantization (signal); Simulation; communication constraint; fusion system; quantization; track fusion;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Communications Applications Conference (SIU), 2015 23th
Conference_Location
Malatya
Type
conf
DOI
10.1109/SIU.2015.7129991
Filename
7129991
Link To Document