Beamforming in the Presence of Mutual Coupling Based on Constrained Particle Swarm Optimization

被引:34
作者
Demarcke, Pieterjan [1 ]
Rogier, Hendrik [1 ]
Goossens, Roald [1 ]
De Jaeger, Peter [1 ,2 ]
机构
[1] Univ Ghent, Dept Informat Technol, B-9000 Ghent, Belgium
[2] NV Bekaert SA, B-8550 Zwevegem, Belgium
关键词
Beamforming; constrained optimization; mutual coupling; particle swarm optimization (PSO); smart antenna system; MOBILE COMMUNICATION-NETWORKS; EVOLUTIONARY ALGORITHMS; SYSTEM;
D O I
10.1109/TAP.2009.2019923
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Two approaches towards beamforming based on constrained particle swarm optimization (PSO) are presented. One approach relies on the penalty function method, for which a new mathematical expression to select the penalty factors is derived. The other method uses a new PSO strategy for solving constrained optimization problems. To maximize performance of the beamforming procedure, the optimal system parameters for the PSO algorithm are derived. Mutual coupling and platform effects are fully accounted for by using the measured active element radiation patterns. The new PSO strategy is compared with a standard genetic algorithm. Using the measured radiation patterns of a seven-element antenna array, a real-life example is presented that demonstrates the possibilities of the new approach.
引用
收藏
页码:1655 / 1666
页数:12
相关论文
共 33 条
[1]  
[Anonymous], 2002, 6 WORLD MULT SYST CY
[2]   Smart-antenna systems for mobile communication networks - Part 1: Overview and antenna design [J].
Bellofiore, S ;
Balanis, CA ;
Foutz, J ;
Spanias, AS .
IEEE ANTENNAS AND PROPAGATION MAGAZINE, 2002, 44 (03) :145-154
[3]   Smart-antenna system for mobile communication networks part 2: Beamforming and network throughput [J].
Bellofiore, S ;
Foutz, J ;
Balanis, CA ;
Spanias, AS .
IEEE ANTENNAS AND PROPAGATION MAGAZINE, 2002, 44 (04) :106-114
[4]  
Boukalov AO, 2000, IEEE T MICROW THEORY, V48, P919, DOI 10.1109/22.846718
[5]  
CABRERA JF, 2007, ADV ARTIFICIAL INTEL, P41
[6]  
CARLISLE A, 2001, PART SWARM OPT WORKS
[7]   The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].
Clerc, M ;
Kennedy, J .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73
[8]  
CLERC M, 1999, P C EV COMP, V3, P84
[9]  
Coath G, 2003, IEEE C EVOL COMPUTAT, P2419
[10]   Theoretical and numerical constraint-handling techniques used with evolutionary algorithms: a survey of the state of the art [J].
Coello, CAC .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2002, 191 (11-12) :1245-1287