DocumentCode :
792754
Title :
A new approach to rapid PN code acquisition using iterative message passing techniques
Author :
Chugg, Keith M. ; Zhu, Mingrui
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Volume :
23
Issue :
5
fYear :
2005
fDate :
5/1/2005 12:00:00 AM
Firstpage :
884
Lastpage :
897
Abstract :
Iterative message passing algorithms on graphs, which are generalized from the well-known turbo decoding algorithm, have been studied intensively in recent years because they can provide near-optimal performance and significant complexity reduction. In this paper, we demonstrate that this technique can be applied to pseudorandom code acquisition problems as well. To do this, we represent good pseudonoise (PN) patterns using sparse graphical models, then apply the standard iterative message passing algorithms over these graphs to approximate maximum-likelihood synchronization. Simulation results show that the proposed algorithm achieves better performance than both serial and hybrid search strategies in that it works at low signal-to-noise ratios and is much faster. Compared with full parallel search, this approach typically provides significant complexity reduction.
Keywords :
code standards; graph theory; iterative decoding; maximum likelihood decoding; message passing; pseudonoise codes; random sequences; spread spectrum communication; synchronisation; turbo codes; ultra wideband communication; PN code; UWB; hybrid search strategy; loopy graphical model; maximum-likelihood synchronization; near-optimal performance; pseudonoise pattern; pseudorandom code acquisition problem; serial search strategy; sparse graphical model; standard iterative message passing algorithm; turbo decoding algorithm; ultrawideband system; Frequency synchronization; Graphical models; Iterative algorithms; Iterative decoding; Iterative methods; Maximum likelihood detection; Message passing; Signal to noise ratio; Testing; Ultra wideband technology; Loopy graphical models; message passing; pseudonoise (PN) code acquisition; ultrawideband (UWB);
fLanguage :
English
Journal_Title :
Selected Areas in Communications, IEEE Journal on
Publisher :
ieee
ISSN :
0733-8716
Type :
jour
DOI :
10.1109/JSAC.2005.845424
Filename :
1425635
Link To Document :
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