Journal of Jilin University(Engineering and Technology Edition) ›› 2022, Vol. 52 ›› Issue (1): 211-218.doi: 10.13229/j.cnki.jdxbgxb20200688

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Low-complexity Wiener filter channel estimation algorithm in massive MIMO-OFDM system

Jian-po LI1(),Mei-lin LI1,2,Tao YANG3,Peng XUE1   

  1. 1.School of Computer Science,Northeast Electric Power University,Jilin 132012,China
    2.College of Information Technology,Jilin Technology College of Electronic Information,Jilin 132020,China
    3.Jiangxi Branch of State Grid Corporation of China Information and Telecommunication Company,Nanchang 330096,China
  • Received:2020-09-11 Online:2022-01-01 Published:2022-01-14

Abstract:

To overcome the high complexity of large-scale multiple-input multiple-output orthogonal frequency division multiplexing systems, a low-complexity Wiener filter channel estimation algorithm is proposed. Firstly, the large-dimensional in-situ replacement method is applied to the minimum mean square error algorithm. It can effectively reduce the computational complexity of multiple antennas. Then, to reduce the complexity, the two-dimensional Wiener filter is splited into two one-dimensional Wiener filters in the time domain and the frequency domain. At the same time, in order to reduce the estimation error caused by the difference of the two Wiener filter noise variances, the median value of the noise variance is introduced for correction. The simulation results show that compared with many traditional algorithms, the computational complexity of the proposed algorithm is reduced by at least 20%, and the bit error rate is reduced by at least 9%.

Key words: communication technology, massive multiple-input multiple-output orthogonal frequency division multiplexing system, channel estimation, large-dimensional in-situ replacement method, Wiener filter

CLC Number: 

  • TN911.23

Fig.1

MIMO-OFDM system model"

Fig.2

Cascade of two one-dimensional Wiener filters"

Fig.3

Complexity of each algorithm varies with the number of antennas k"

Fig.4

Mean square error of each algorithm with number of antennas k"

Fig.5

Error rate of each algorithm varies with signal-to-noise ratio"

Fig.6

Mean square error rate of each algorithm varies with signal-to-noise ratio"

1 Mattera D, Tanda M. Windowed OFDM for small-cell 5G uplink[J]. Physical Communication, 2020, 39:100993.
2 蔡振浩,宋勇. 5G毫米波大规模天线通信技术研究[J]. 通信技术, 2020, 53(5): 1092-1096.
Cai Zhen-hao, Song Yong. 5G mmWave massive antenna communication technology [J]. Communications Technology, 2020, 53(5): 1092-1096.
3 Kansal L, Sharma V, Singh J. Multiuser massive MIMO-OFDM system incorporated with diverse transformation for 5G applications[J]. Wireless Personal Communications: an International Journal, 2019, 109(6):2741-2756.
4 Park S, Lee H S, Yook J G. Orthogonal code-based transmitted radiation pattern measurement method for 5G massive MIMO antenna systems [J]. IEEE Transactions on Antennas and Propagation, 2020, 68(5): 4007-4013.
5 吴钊,张彧,姜龙. 基于宽带突发单载波频域均衡传输的时域精细信道估计方法[J].电子与信息学报, 2016, 38(5): 1166-1172.
Wu Zhao, Zhang Yu, Jiang Long. Time-domain fine channel estimation based on broadband burst single-carrier frequency domain equalization transmission [J]. Journal of Electronic & Information Technology, 2016, 38(5): 1166-1172.
6 陈宝文,刘晓彬,孙腾. 一种基于阈值的时域信道估计方法[J]. 无线电通信技术, 2019, 45(4): 408-411.
Chen Bao-wen, Liu Xiao-bin, Sun Teng. A time-domain channel estimation algorithm based on threshold [J]. Radio Communications Technology, 2019, 45(4): 408-411.
7 Kang Y, Lu T. Channel estimation and data transmission in massive MIMO TDD systems [J]. International Journal of Communications, Network and System Sciences, 2019, 12(10): 170-187.
8 Yang J, Zhang H M, Xie W. An improved channel estimation algorithm based on superimposed training sequence [J]. Advanced Materials Research, 2011, 179-180: 482-489.
9 孙增友,杨东娜. 基于整体公平的D2D无线资源分配算法[J]. 东北电力大学学报, 2019, 39(1): 81-87.
Sun Zeng-you, Yang Dong-na. D2D radio resource allocation algorithm based on global fairness [J]. Journal of Northeast Electric Power University, 2019, 39(1): 81-87.
10 Manur V B, Ali L. Compressed sensing channel estimation for STBC-SM based hybrid MIMO-OFDM system for visible light communication [J]. International Journal of Communication Systems, 2020,33(11): e4403.
11 Rostislav K, Gentner C. Stochastic data association for multipath assisted positioning using a single transmitter [J]. IEEE Access, 2020, 8(4): 46735-46752.
12 Wang S, He Z, Niu K, et al. New results on joint channel and impulsive noise estimation and tracking in underwater acoustic OFDM systems [J]. IEEE Transactions on Wireless Communications, 2020, 19(4): 2601-2612.
13 邬春明,尚恒蕾. 基于QoS的D2D资源分配算法[J]. 东北电力大学学报, 2020, 40(2): 89-95.
Wu Chun-ming, Shang Heng-lei. QoS-aware resource allocation for D2D communications [J]. Journal of Northeast Electric Power University, 2020, 40(2): 89-95.
14 陈浩雷,滕子铭,孙汇阳,等.基于分组拍卖的认知无线电频谱分配算法[J].东北电力大学学报,2021,41(2):72-78.
Chen Hao-lei, Teng Zi-ming, Sun Hui-yang, et al. Spectrum allocation algorithm based on group auction [J]. Journal of Northeast Electric Power University, 2021,41(2):72-78.
15 曹海燕,瞿拓思,王秀敏. Massive MIMO中一种低复杂度信道估计方法[J]. 杭州电子科技大学学报:自然科学版, 2018, 38(4): 20-24.
Cao Hai-yan, Qu Tuo-si, Wang Xiu-min. A low complexity channel estimation method in massive MIMO [J]. Journal of Hangzhou Dianzi University (Natural Sciences), 2018, 38(4): 20-24.
16 张多利,叶紫燕,邱俊豪,等. 任意阶矩阵求逆的算法优化和硬件实现[J]. 合肥工业大学学报:自然科学版, 2019, 42(9): 1227-1233.
Zhang Duo-li, Ye Zi-yan, Qiu Jun-hao, et al. Optimization of arbitrary order matrix inversion algorithm and its implementation on FPGA [J]. Journal of Hefei University of Technology (Natural Science), 2019, 42(9): 1227-1233.
17 黑志坚,张洪田,周秋生. 矩阵原位替换解算方法[J]. 测绘科学,2009, 34(4): 30-33.
Zhi-jian Hei, Zhang Hong-tian, Zhou Qiu-sheng. Calculation methods of matrix in-situ replacement [J]. Science of Surveying and Mapping, 2009, 34(4): 30-33.
18 芮赟,李明齐,张小东,等. 两次一维维纳滤波信道估计的一种噪声方差优化方法[J].电子学报, 2008,48(5): 27-31.
Rui Yun, Li Ming-qi, Zhang Xiao-dong, et al. A noise variance optimization method for 2x1-dimensional Wiener filtered channel estimation [J]. Acta Electronica Sinica, 2008,48(5): 27-31.
19 刘春娟,钱良. 基于维纳滤波的二维联合信道估计的实现[J].信息技术, 2008(5): 27-30, 39.
Liu Chun-juan, Qian Liang. Implementation of OFDM channel estimation based on two-dimension Weiner filting [J]. Information Technology, 2008(5): 27-30, 39.
20 蒋琦,赵春明,王家恒.OFDM系统中基于分组导频的迭代信道估计算法[J].通信学报, 2006,27(5): 28-34.
Jiang Qi, Zhao Chun-ming, Wang Jia-heng. Iterative channel estimation based on block-type pilot-assisted for OFDM systems [J]. Journal on Communications, 2006, 27(5): 28-34.
21 黑志坚,张洪田,周秋生. 选主元矩阵原位替换解算方法[J].测绘科学, 2010, 35(3): 149-152.
Zhi-jian Hei, Zhang Hong-tian, Zhou Qiu-sheng. The in-situ replacement calculation method of choosing principle component matrix [J]. Science of Surveying and Mapping, 2010, 35(3): 149-152.
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