4.6 Article

A Novel Iterative Discrete Estimation Algorithm for Low-Complexity Signal Detection in Uplink Massive MIMO Systems

期刊

ELECTRONICS
卷 8, 期 9, 页码 -

出版社

MDPI
DOI: 10.3390/electronics8090980

关键词

massive MIMO systems; MIDE algorithm; low computational complexity; BER

资金

  1. National Natural Science Foundation of China [61571108, 61701197, 61801193]
  2. open research fund of National Mobile Communications Research Laboratory of millimeter wave, Southeast University [2018D15]
  3. open research fund of the National Key Laboratory of millimeter wave, Southeast University [K201918]
  4. Open Foundation of Key Laboratory of Wireless Communication, Nanjing University of Posts and Telecommunication [2017WICOM01]
  5. Wuxi Science and Technology Development Fund [H20191001]

向作者/读者索取更多资源

In this paper, a novel iterative discrete estimation (IDE) algorithm, which is called the modified IDE (MIDE), is proposed to reduce the computational complexity in MIMO detection in uplink massive MIMO systems. MIDE is a revision of the alternating direction method of multipliers (ADMM)-based algorithm, in which a self-updating method is designed with the damping factor estimated and updated at each iteration based on the Euclidean distance between the iterative solutions of the IDE-based algorithm in order to accelerate the algorithm's convergence. Compared to the existing ADMM-based detection algorithm, the overall computational complexity of the proposed MIDE algorithm is reduced from O (N-t(3)) + O (NrNt2) to O (N-t(2)) + O (NrNt) in terms of the number of complex-valued multiplications, where Ntand Nr are the number of users and the number of receiving antennas at the base station (BS), respectively. Simulation results show that the proposed MIDE algorithm performs better in terms of the bit error rate (BER) than some recently-proposed approximation algorithms in MIMO detection of uplink massive MIMO systems.

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