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时间反演系统中基于Barzilai-Borwein的共轭梯度检测算法

Conjugate gradient detection algorithm based on Barzilai-Borwein in time reversal system
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摘要 针对时间反演多址系统中信道的相关性会导致多用户干扰的问题,以降低用户间干扰和算法复杂度为目标,提出基于Barzilai-Borwein的共轭梯度迭代检测算法。首先通过共轭梯度迭代两次找到最速下降方向,然后通过Barzilai-Borwein沿着共轭梯度搜索的方向继续迭代。仿真表明,所提算法收敛速度快于Barzilai-Borwein和共轭梯度算法,且复杂度低于共轭梯度算法和最小均方误差(minimum mean square error,MMSE)算法,保持在O(N2)。 Aiming at the problem of multi-user interference caused by channel correlation in the time inversion multiple-access system,in order to reduce the inter-user interference and the algorithm complexity,a conjugate gradient iterative detection algorithm based on Barzilai-Borwein is proposed.Firstly,the fastest descent direction is found by two iterations of conjugate gradient.And then,the iteration is continued by Barzilai-Borwein along the direction of conjugate gradient search.Simulation results show that the convergence speed of the proposed algorithm is faster than that of Barzilai-Borwein and conjugate gradient algorithm,and the complexity is lower than that of the conjugate gradient algorithm and the minimum mean square error(MMSE)algorithm,which is maintained at O(N 2).
作者 梁静雯 朱江 LIANG Jingwen;ZHU Jiang(School of Communication and Information Engineering,Chongqing University of Posts and Telecommunications,Chongqing 400065,China)
出处 《系统工程与电子技术》 EI CSCD 北大核心 2021年第2期567-573,共7页 Systems Engineering and Electronics
基金 国家自然科学基金(61771084)资助课题。
关键词 时间反演多址 Barzilai-Borwein迭代算法 信号检测 低复杂度 time reversal division multiple access Barzilai-Borwein iterative algorithm signal detection low complexity
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