WIRELESS COMMUNICATIONS AND MOBILE COMPUTING
Wirel. Commun. Mob. Comput. 2012; 12:236–247
Published online 15 April 2010 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/wcm.953
RESEARCH ARTICLE
Sequence design for MPG QS-CDMA systems based
on heuristic combinatorial optimization
André S. R. Kuramoto
1,2†
, Fernando Ciriaco
1,2
, Taufik Abrão
3*,‡
and Paul Jean E. Jeszensky
1,2§
1
Department of Telecommunications and Control Engineering, Escola Politécnica of University of São Paulo (LCS-PTC-EPUSP), São
Paulo, Brazil
2
LCS-Laboratório de Comunicações e Sinais, São Paulo, Brazil
3
Department of Electrical Engineering, State University of Londrina (DEEL-UEL), Londrina, Parana, Brazil
ABSTRACT
This paper deals with a quasi-synchronous code division multiple access (QS-CDMA) system with a multiple processing
gain (MPG) variable data rate scheme in the uplink direction and subject to multipath fading channels. An analytic expression
is obtained for the signal-to-noise plus interference ratio (SNIR) at the Rake receiver output (finger). In order to maximize
the SNIR, three combinatorial optimization methods applied to sequences selection are compared. Then, sequence selection
methodology for this class of system is evaluated, comparing the local search optimization results with unitary Hamming
distance (1-opt LS), evolutionary programming with cloning (EP-C), and simulated annealing (SA) ones. The contribution
of this work consists of considering the self-interference (SI) effect, besides the multiple access interference (MAI), in the
description of the proposed objective function for sequence selection and a compared analysis of three heuristic algorithms
maximizing that SNIR. Also, numeric results have demonstrated the effectiveness of the proposed method for the QS-CDMA
sequences selection. Copyright © 2010 John Wiley & Sons, Ltd.
KEYWORDS
CDMA; quasi-synchronous; spreading sequences selection; combinatorial optimization
*
Correspondence
Taufik Abrão, Department of Electrical Engineering, State University of Londrina (DEEL-UEL), Londrina, Parana 86051-990, Brazil.
E-mail: taufik@uel.br
†
Petrobras – Petróleo Brasileiro S/A, Brazil.
‡
Adjunct Professor.
§
Full Professor.
1. INTRODUCTION
In quasi-synchronous code division multiple access (QS-
CDMA) systems, all users transmit in a synchronized form
using a reference signal. As a result, the delays among all
received signals will be limited in a time interval, which
can be lower than the symbol period depending on the
channel characteristics. Thus, all spreading sequences will
be almost synchronized and, therefore, the multiple access
interference (MAI) and the self-interference (SI), which
limit the system’s performance, can be reduced substantially
by choosing sets of appropriated sequences with good
correlation properties.
Some works suggest sequences that have reduced
correlation values for small shifts among the sequences
[1,2]. In most of these works the correlation functions
among sequences of same length are studied (see Reference
[3] and references inside). Recently, sequence design
based on generalized orthogonality and generalized quasi-
orthogonality applied to both single-rate direct sequence
QS-CDMA systems and time/frequency hopping (TH/FH)
QS-CDMA systems was investigated [4].
In systems with variable data rate schemes, like multiple
processing gain (MPG) [5], the correlations involved
in the detection and recovery process are accomplished
with partial cross-correlation of users sequences. Three
situations are possible: (i) sequences with the same length if
the interfering user employs the same data rate as the desired
user; (ii) a sequence and a fragment from another sequence
with larger length if the interfering user employs a lower
data rate than the desired user; (iii) a sequence and some
periods from another sequence with smaller length if the
interfering user employs a higher data rate than the desired
user. In the last two cases, general correlation properties
236 Copyright © 2010 John Wiley & Sons, Ltd.