Low Complexity Detection Based on RTS Method for Large-Scale MIMO Systems

被引:0
作者
Xu, Yingcheng [1 ]
Zhang, Linbo [1 ]
Liu, Tong [1 ]
机构
[1] Harbin Engn Univ, Harbin 150000, Peoples R China
来源
ELEVENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING (ICGIP 2019) | 2020年 / 11373卷
基金
中国国家自然科学基金;
关键词
Large-Scale MIMO; MMSE; RTS; SOR; computational complexity; iteration;
D O I
10.1117/12.2557581
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
For uplink massive MIMO systems with hundreds of antennas at the base station, the Linear Minimum Mean Square Error (MMSE) signal detection algorithm is near optimal but involves matrix inversion with high complexity. In this paper, we proposed a low complexity detection algorithm in uplink large-scale MIMO based on Reactive Tabu Search (RTS) algorithm by using SOR iterative algorithm as the initial solution vector algorithm. The simulation result shows that it can reduce the computational complexity from O(K-3) to O(K-2), where K is the number of users. Under the premise of BER performance of the original algorithm, the simulation result shows that the performance of SOR-RTS method is always close to the original RTS algorithm.
引用
收藏
页数:9
相关论文
共 14 条
[1]  
CAO Y, 2016, P 2016 IEEE AS
[2]   Low-Complexity Soft-Output Signal Detection Based on Gauss-Seidel Method for Uplink Multiuser Large-Scale MIMO Systems [J].
Dai, Linglong ;
Gao, Xinyu ;
Su, Xin ;
Han, Shuangfeng ;
I, Chih-Lin ;
Wang, Zhaocheng .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2015, 64 (10) :4839-4845
[3]   Spectrally Efficient Time-Frequency Training OFDM for Mobile Large-Scale MIMO Systems [J].
Dai, Linglong ;
Wang, Zhaocheng ;
Yang, Zhixing .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2013, 31 (02) :251-263
[4]   Low-Complexity Massive MIMO Detectors Based on Richardson Method [J].
Kang, Byunggi ;
Yoon, Ji-Hwan ;
Park, Jongsun .
ETRI JOURNAL, 2017, 39 (03) :326-335
[5]   MIMO Detection Methods: How They Work [J].
Larsson, Erik G. .
IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (03) :91-95
[6]   Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas [J].
Marzetta, Thomas L. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2010, 9 (11) :3590-3600
[7]  
Nagaraja Srinidhi, 2009, NEAR ML SIGNAL DETEC
[8]  
Sinha N B, 2010, IEEE J COMPUTER SCI, V1, P91
[9]  
Suthisopapan P, 2012, IEEE INT S INF THEOR, P1712
[10]   Sphere Decoding for MIMO Systems with Newton Iterative Matrix Inversion [J].
Wang, Yi ;
Leib, Harry .
IEEE COMMUNICATIONS LETTERS, 2013, 17 (02) :389-392