DocumentCode :
659934
Title :
Genetic Algorithm Based Optimization of Encoding Sequence for a Reduced Complexity OFDM Time Synchronization Technique
Author :
Nasraoui, Leila ; Atallah, Leila Najjar ; Siala, Mohamed
Author_Institution :
COSIM Lab., Univ. of Carthage, Tunis, Tunisia
fYear :
2013
fDate :
2-5 Sept. 2013
Firstpage :
1
Lastpage :
5
Abstract :
A new Genetic Algorithm (GA) based sequence optimization is here proposed. The studied sequence, which we refer to as Encoding Sequence (ES), is used in a recently proposed OFDM preamble-based synchronization technique. The optimal ES is generated offline by differentially correlating the preamble samples to each other respecting a shift. To determine the frame start at the receiver, the ES is correlated to a version of the received signal generated using differential correlation respecting the same shift as in the ES generation. This treatment, carried online, is of high complexity due to the differential correlation operations. To reduce the computational load at the receiver, the idea here is to replace the differential correlation operations, carried during the synchronization process, by simple sign changes. To this aim, we need to derive the best sub-optimal ES, in terms of providing near optimal performance, from a finite QPSK alphabet (±1±j). Even if this search procedure is carried off-line, considering an exhaustive search over the whole ES candidates within QPSK alphabet results in a prohibitive complexity. As an alternative, we here suggest to use a GA-based approach. Performance comparison of the proposed ES, generated through GA-based search, to the optimal ES, generated from the preamble, and a previously proposed QPSK ES optimized through an iterative algorithm has been conducted. It is demonstrated that compared to the iteratively generated ES, the herein proposed one improves the detection accuracy. The GA-based provides slightly lower detection accuracy with respect to the optimal ES, yet with important reduction in the receiver complexity.
Keywords :
OFDM modulation; computational complexity; encoding; genetic algorithms; iterative methods; quadrature phase shift keying; synchronisation; ES generation; GA-based search; GA-based sequence optimization; OFDM preamble-based synchronization technique; QPSK alphabet; computational load reduction; detection accuracy; differential correlation operation; encoding sequence; finite QPSK alphabet; genetic algorithm-based sequence optimization; iterative algorithm; optimal ES; receiver complexity; reduced complexity OFDM time synchronization technique; synchronization process; Complexity theory; Correlation; Genetic algorithms; Phase shift keying; Sociology; Synchronization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Vehicular Technology Conference (VTC Fall), 2013 IEEE 78th
Conference_Location :
Las Vegas, NV
ISSN :
1090-3038
Type :
conf
DOI :
10.1109/VTCFall.2013.6692213
Filename :
6692213
Link To Document :
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