Adaptive Subcarrier-and-Bit Allocation in Multiclass Multiuser OFDM Systems using Genetic Algorithm

被引:6
作者
Ahmadi, Hamed
Chew, Yong Huat
机构
来源
2009 IEEE 20TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS | 2009年
关键词
Multiclass services; OFDMA; Genetic Algorithm; Subcarrier allocation; Bit allocation;
D O I
10.1109/PIMRC.2009.5450195
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Subcarrier and bit allocation has been extensively investigated in the literature to improve the spectral efficiency of multiuser OFDM systems. However, most of the earlier studies using genetic algorithms (GA) focused on single-class service and users of best effort data rate. In this paper, a novel GA method which allocates subcarriers and bits to rate guaranteed users is presented. As the reproduction process generates chromosomes which do not fulfill the constraints, our algorithm integrates the invisible walls technique used in Particle Swam Optimization to retain the diversity of the chromosomes. Simulation results show that the subcarrier and bit allocation strategy computed based on our proposed GA can achieve lower total power consumption compare to an algorithm modified from one of the pervious works. This verifies that our algorithm has better convergence rate and lower risk that the solution will be trapped at local optimums, while guarantees the required bit rate for each class of service.
引用
收藏
页码:1883 / 1887
页数:5
相关论文
共 9 条
  • [1] [Anonymous], 1999, INTRO GENETIC ALGORI
  • [2] Liang Z., 2007, P IEEE VTC 07 SPRING, P2682
  • [3] Lio B., 2009, IEEE P CMC 09 JAN, V1, P270
  • [4] Reddy Y. B., 2007, P IEEE ITNG 07
  • [5] Reddy Y. B., 2007, P IEEE COMSWARE 07 J
  • [6] Sharma N., 2008, IEEE P WCSN 08 DEC, P161
  • [7] Windisch A., 2007, ACM P GECCO 07 JUL, P1121
  • [8] Yu YU, 2007, IEEE P IWCLD 07, P65
  • [9] Zhou K., 2006, IEEE P VTC 06 SPRING