Particle Swarm Optimization Assisted Multiuser Detector for M-QAM DS/CDMA Systems

被引:0
|
作者
Oliveira, Leonardo D. [1 ]
Abrao, Taufik [2 ]
Jeszensky, Paul Jean E. [1 ]
Casadevall, Fernando [3 ]
机构
[1] Univ Sao Paulo, Escola Politecn, Dept Telecommun & Control Engn, BR-05508900 Sao Paulo, Brazil
[2] Univ Estadual Londrina, Dept Elect Engn & Appl Phys, BR-86051990 Parana, Brazil
[3] Univ Politecn Cataluna, Dept Signal Theory & Commun, E-08034 Barcelona, Spain
关键词
DS/CDMA; high-order modulation; local search optimization; PSO; sub-optimal multiuser detection;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper analyzes the particle swarm optimization multiuser detector (PSO-MuD) under high-order modulation schemes, (particularly for M-QAM), in DS/CDMA systems single-input-single-output (SISO) multipath channels. In order to avoid the computation of complex-valued variables in high-order squared modulation, the optimization problem is reformulated as a real-valued problem. Considering previous results on literature for low-order modulation formats (usually binary/quadrature phase shift keying - BPSK/QPSK), a performance x complexity trade-off comparison is carried out between PSO-MuD and local search multiuser detector (LS-MuD). Performance is evaluated by the symbol error rate (SER), and complexity by necessary number of cost function calculations for convergence. If the background for BPSK heuristic multiuser detection (HEUR-MUD) problem [1] indicates that the 1-opt local search method is enough to achieve excellent performance x complexity trade-offs, our Monte-Carlo simulation results and analysis show herein indicate the LS-MUD presents a lack of search diversity under high-order modulation formats, while the PSO-MuD is efficient to solve the MUD problem for high-order modulation schemes.
引用
收藏
页码:310 / +
页数:2
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