An Adaptive Massive MIMO Signal Detection Algorithm Based on Expectation Propagation

doi:10.13190/j.jbupt.2018-181

JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM ›› 2018, Vol. 41 ›› Issue (5): 149-152.doi: 10.13190/j.jbupt.2018-181

• Reports • Previous Articles Next Articles

An Adaptive Massive MIMO Signal Detection Algorithm Based on Expectation Propagation

OU Ze-liang, YANG Hong-wen

School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China

Received:2018-08-08 Online:2018-10-28 Published:2018-11-20

Abstract

Abstract: Signal detection should take account of both computational complexity and performance in large-scale antenna array while traditional algorithms may not satisfy that requirement. Combined with cyclic redundancy check (CRC), an adaptive signal detection algorithm based on expectation propagation for massive multiple input multiple output (MIMO) systems was proposed. Simulation results showed that the proposed algorithm can keep good performance while reducing computational complexity.

Key words: massive multiple input multiple output, expectation propagation, adaptive, cyclic redundancy check

CLC Number:

TN911.23

OU Ze-liang, YANG Hong-wen. An Adaptive Massive MIMO Signal Detection Algorithm Based on Expectation Propagation[J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2018, 41(5): 149-152.

References

[1] Marzetta T L. Noncooperative cellular wireless with unlimited numbers of base station antennas[J]. IEEE Transactions on Wireless Communications, 2010, 9(11):3590-3600.
[2] Larsson E G, Edfors O, Tufvesson F, et al. Massive MIMO for next generation wireless systems[J]. IEEE Communications Magazine, 2014, 52(2):186-195.
[3] 王东明, 张余, 魏浩, 等. 面向5G的大规模天线无线传输理论与技术[J]. 中国科学:信息科学, 2016, 46(1):3-21. Wang Dongming, Zhang Yu, Wei Hao, et al. An overview of transmission theory and techniques of large-scale antenna systems for 5G wireless communications[J]. Scientia Sinica Informationis, 2016, 46(1):3-21.
[4] 张平, 陶运铮, 张治. 5G若干关键技术评述[J]. 通信学报, 2016, 37(7):15-29. Zhang Ping, Tao Yunzheng, Zhang Zhi. Survey of several key technologies for 5G[J]. Journal on Communications, 2016, 37(7):15-29.
[5] Yang S, Hanzo L. Fifty years of MIMO detection:the road to large-scale MIMOs[J]. IEEE Communications Surveys & Tutorials, 2015, 17(4):1941-1988.
[6] Minka T P. Expectation propagation for approximate Bayesian inference[C]//Seventeenth Conference on Uncertainty in Artificial Intelligence. Seattle:Morgan Kaufmann Publishers Inc, 2001:362-369.
[7] Cespedes J, Olmos P M, Sánchez-Fernández M, et al. Expectation propagation detection for high-order high-dimensional MIMO systems[J]. IEEE Transactions on Communications, 2014, 62(8):2840-2849.
[8] Zhai F, Fair I J. Techniques for early stopping and error detection in turbo decoding[J]. IEEE Transactions on Communications, 2003, 51(10):1617-1623.
[9] Li J, You X, Li J. Early stopping for LDPC decoding:convergence of mean magnitude (CMM)[J]. IEEE Communications Letters, 2006, 10(9):667-669.
[10] 申滨, 华权, 王倩, 等. 基于矩阵求逆化简的大规模MIMO系统线性信号检测[J]. 北京邮电大学学报, 2016, 39(6):77-81. Shen Bin, Hua Quan, Wang Qian, et al. Linear signal detection based on simplified matrix inversion in massive MIMO systems[J]. Journal of Beijing University of Posts and Telecommunications, 2016, 39(6):77-81.
[11] Kim J S, Moon S H, Lee I. A new reduced complexity ML detection scheme for MIMO systems[J]. IEEE Transactions on Communications, 2009, 58(4):1-5.

[1]	YUAN Jianguo, YU Linfeng, YOU Wei, PANG Yu. An SCL-Flip Decoding Algorithm of Polar Codes to Optimize the Error Pattern Set [J]. Journal of Beijing University of Posts and Telecommunications, 2023, 46(4): 76-82.
[2]	. Virtual-Real Mapping Error Aware Computing Task Offloading and Adaptive Resource Optimization in Digital Twin Driven UAV Networks [J]. Journal of Beijing University of Posts and Telecommunications, 2022, 45(6): 138-144.
[3]	CHEN Chunlei, LIU Kaijun, DONG Chen, ZHOU Hongyuan. An Adaptive Bit Rate Algorithm Model Based on Wireless Network [J]. Journal of Beijing University of Posts and Telecommunications, 2022, 45(5): 115-120.
[4]	HUO Yuanlian, GONG Qi, QI Yongfeng, AN Yaqi. Adaptive Kernel RBFNN Based on Normalized Least Mean Square Algorithm [J]. Journal of Beijing University of Posts and Telecommunications, 2022, 45(2): 29-35.
[5]	HUO Yuanlian, LIAN Peijun, QI Yongfeng, WANG Danfeng. A New Fast Convex Combination Affine Projection Sign Algorithm for S-type Functions [J]. Journal of Beijing University of Posts and Telecommunications, 2022, 45(1): 102-107.
[6]	LI Hu, WEI Zai-xue, CHENG Zhen-qiao, YANG Hong-wen. Hybrid Beamforming Based on Switch Structure for Millimeter Wave MIMO System Relying on Lens Antenna Arrays [J]. Journal of Beijing University of Posts and Telecommunications, 2021, 44(4): 26-33.
[7]	ZHU Jun, XU Shi-jie, LI Kai. Dual-Mode Navigation Satellite Selection Algorithm Based on Differential Evolution and Geometry [J]. Journal of Beijing University of Posts and Telecommunications, 2021, 44(3): 9-14.
[8]	LI Xing-hua, LIU Xiao-ping, WANG Gang, ZHAO Yun-long, LI Yong-wei. An Adaptive Hybrid Filter Algorithm for Attitude Estimation [J]. Journal of Beijing University of Posts and Telecommunications, 2021, 44(3): 79-86.
[9]	WANG Rui-nan, WU Mu-qing, CHEN Tie-ying, LI Zhi-gang, SUN Jian. Edge Detection of Infrared Image Based on Morphology [J]. Journal of Beijing University of Posts and Telecommunications, 2021, 44(1): 66-71.
[10]	DENG Xiao, XU Meng-qiu, WU Ming, ZHANG Chuang. Adaptive Style Transfer Method of Brocade Crafts Based on Semantic Segmentation [J]. Journal of Beijing University of Posts and Telecommunications, 2021, 44(1): 117-123.
[11]	ZHAO Wei, WANG Bin, BAO Hui, ZHAO Pin-fang, LI Bao-gang. Energy Efficient Resource Allocation for Secure MEC System Based on mMIMO [J]. Journal of Beijing University of Posts and Telecommunications, 2020, 43(6): 126-131.
[12]	ZHANG Jin-ling, CUI Tong, LIU Wei-bin. Adaptive Time Window Function Optimization Based Electrocardiography Feature Waveform Recognition [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2019, 42(4): 82-88.
[13]	SHI Le-yi, LI Jian-lan, GUO Hong-bin, MA Meng-fei, CHEN Hong-long. Research on Adaptive Strategy of End Hopping System Based on Deep Belief Nets [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2019, 42(3): 64-71.
[14]	GE Zhi-hui, ZAHNG Xu-feng, SONG Ling, LI Tao-shen, LI Si-yue. Power-Aware Video QoE Optimization Strategy for Mobile Video Streaming [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2018, 41(6): 78-82.
[15]	SU Hua-ling, HE Yu-cheng, ZHOU Lin. Multi-Relay Cooperative Adaptive Transmission Based on Rate-Compatible LDPC Codes [J]. JOURNAL OF BEIJING UNIVERSITY OF POSTS AND TELECOM, 2018, 41(6): 58-64.

An Adaptive Massive MIMO Signal Detection Algorithm Based on Expectation Propagation

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments