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一种基于无约束最优化的多用户检测算法
引用本文:刘思杨,罗振东,刘元安,高锦春.一种基于无约束最优化的多用户检测算法[J].北京邮电大学学报,2006,29(6):81-85.
作者姓名:刘思杨  罗振东  刘元安  高锦春
作者单位:北京邮电大学,电信工程学院,北京,100876;北京邮电大学,电信工程学院,北京,100876;北京邮电大学,电信工程学院,北京,100876;北京邮电大学,电信工程学院,北京,100876
基金项目:国家“863计划”项目(2003AA12331004)
摘    要:在码分多址(CDMA)系统中提出了一种基于无约束最优化的近最大似然多用户检测算法。最大似然检测算法可以看成是一个具有约束条件的组合优化问题,所提出的算法通过放松这个组合优化问题的约束条件,将最大似然检测算法转化成为一个无约束最优化问题,并利用无约束最优化问题的解来近似得到最大似然解。数值结果显示:无论在加性高斯白噪声信道(AWGN)下,还是在随机时变多径信道下,该算法都与最大似然检测的性能都十分接近,同时其复杂度在用户数比较大时仅与线性检测算法相当。

关 键 词:码分多址  多用户检测  最大似然检测  无约束最优化
文章编号:1007-5321(2006)06-0081-05
收稿时间:2005-11-30
修稿时间:2005年11月30日

A Multiuser Detection Algorithm Based on Unconstrained Optimization Approach
LIU Si-yang,LUO Zhen-dong,LIU Yuan-an,GAO Jin-chun.A Multiuser Detection Algorithm Based on Unconstrained Optimization Approach[J].Journal of Beijing University of Posts and Telecommunications,2006,29(6):81-85.
Authors:LIU Si-yang  LUO Zhen-dong  LIU Yuan-an  GAO Jin-chun
Affiliation:School of Telecommunication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China
Abstract:A near maximum-likelihood(ML) multiuser detection algorithm based on unconstrained optimization approach is proposed for code-division multiple access(CDMA) systems.By employing the proposed algorithm,ML detection regarded as a combinatorial optimization problem,is transformed to an unconstrained optimization problem.The detected symbols are obtained by approximating the solution of the aforementioned unconstrained optimization problem.Simulation results show that the performance of the proposed algorithm is very close to that of the ML detection algorithm over both additive white Gaussian noise(AWGN) and time-varying multipath fading channels,meanwhile its computational complexity is comparable with that of the conventional linear detection algorithms,especially when the number of users is high.
Keywords:code-division multiple access  multiuser detection  maximum-likelihood detection  unconstrained optimization
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