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基于离散粒子群优化算法的多用户检测器
引用本文:杨红孺,高洪元,庞伟正,张中兆.基于离散粒子群优化算法的多用户检测器[J].哈尔滨工业大学学报,2005,37(9):1303-1306.
作者姓名:杨红孺  高洪元  庞伟正  张中兆
作者单位:1. 哈尔滨学院,黑龙江,哈尔滨,150086
2. 哈尔滨工程大学,信息与通信工程学院,黑龙江,哈尔滨,150001
3. 哈尔滨工业大学,通信技术研究所,黑龙江,哈尔滨,150001
摘    要:利用粒子群优化算法解决优化问题的基本思想,提出了一种新的粒子群算法,进而设计了两种使用NDPSO和多阶段检测器(MSD)相结合的混合方法进行CDMA通信系统的多用户检测.一种方法是使用NDPSO作为MSD的初始阶段给后面阶段的MSD提供一个好的初始值;另一种方法是把MSD嵌入到NDPSO的每一代中.通过混合MSD到NDPSO中,可以加快NDPSO的收敛速度,减少计算复杂度.另外,NDPSO所提供的好的初值可以改善MSD的性能,嵌入的MSD还改善了NDPSO的性能.仿真结果表明。多用户检测方法与传统检测器和已有的DPSO多用户检测方法相比,在误码率、抗远近能力方面都有显著提高.

关 键 词:码分多址  多用户检测  离散粒子群优化算法  多址干扰
文章编号:0367-6234(2005)09-1303-04
收稿时间:2005-02-25
修稿时间:2005年2月25日

Multiuser detector based on discrete particle swarm optimization algorithm
YANG Hong-ru,GAO Hong-yuan,PANG Wei-zheng,ZHANG Zhong-zhao.Multiuser detector based on discrete particle swarm optimization algorithm[J].Journal of Harbin Institute of Technology,2005,37(9):1303-1306.
Authors:YANG Hong-ru  GAO Hong-yuan  PANG Wei-zheng  ZHANG Zhong-zhao
Abstract:According to the basic thinking of a particle swarm optimization algorithm to deal with the combinational problem, We proposed a novel particle swarm optimization algorithm (NDPSO). then we designed two hybrid approaches that employ a NDPSO and a multistage detector for the multiuser detection in code-division multiple-access communications system. One of methods is that the NDPSO is used as the first stage of the MSD to provide a good initial point for successive stages of the MSD, the other is that MSD is embedded into the NDPSO at each generation. Such a hybridization of the NDPSO with the MSD reduces its computational complexity by providing faster convergence. In addition,a better initial data estimate supplied by the NDPSO improves the performance of the MSD,and the embedded MSD improves the performance of the NDPSO. Simulation results show that the prososed approaches of multiuser detection has significant performance improvements over the conventional detector and the detectors based on the previous DPSO algorithm in bit-error-rate and near-far resistance.
Keywords:CDMA  multiuser detection  discrete particle swarm algorithm  multiple access interference
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