DFT-Assisted Multimodulus Blind Equalization for GFDM

IF 3.6 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Effrina Yanti Hamid;Bella Wahmilyana Asril
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Abstract

As sixth-generation (6G) network development progresses, research continues to explore various technologies and new waveforms to meet the demands of future communications. Generalized frequency division multiplexing (GFDM) is considered as a promising waveform due to its adaptable structure, reduced latency, and efficient use of the spectrum. Nevertheless, nonorthogonal subcarriers of GFDM induce severe inter-symbol interference (ISI) and inter-carrier interference (ICI), leading to slow convergence and elevated symbol error rate (SER) floors. This study introduces a blind equalization strategy that integrates the multimodulus algorithm (MMA) with discrete Fourier transform (DFT)-based channel estimation. The simulation results show that a GFDM system employing the proposed MMA-DFT blind equalizer with $K=128$ subcarriers and $M=5$ subsymbols over the long-term evolution extended pedestrian A (LTE-EPA) channel closely approaches the theoretical bound within 20 GFDM-block iterations. Moreover, the mean square error (MSE) of MMA-DFT converges within approximately 15–20 GFDM blocks, enabling near-optimal detection performance with a limited number of adaptation iterations. Furthermore, as a result of the higher effective signal-to-noise ratio (SNR) enabled by the reduced cyclic prefix (CP) overhead of GFDM, the MMA-DFT equalizer applied to GFDM achieves a 0.89-dB SER gain compared to the same MMA-DFT equalizer applied to orthogonal frequency division multiplexing (OFDM) under identical parameter settings. A theoretical SER expression incorporating misadjustment, channel frequency response (CFR)-estimation error, and residual ICI is derived and shown to closely match the simulation. The proposed method reduces pilot overhead, improves spectral efficiency, and supports scalable massive multiple-input multiple-output (mMIMO) scenarios, contributing to energy-efficient future networks.
dft辅助的GFDM多模盲均衡
随着第六代(6G)网络的发展,研究人员不断探索各种技术和新的波形,以满足未来通信的需求。广义频分复用(GFDM)由于其结构适应性强、时延低、频谱利用率高等优点,被认为是一种很有前途的波形。然而,GFDM的非正交子载波会引起严重的符号间干扰(ISI)和载波间干扰(ICI),导致收敛缓慢和符号错误率(SER)上升。本文介绍了一种将多模算法(MMA)与基于离散傅立叶变换(DFT)的信道估计相结合的盲均衡策略。仿真结果表明,在长期演进扩展行人a (LTE-EPA)信道上,采用该MMA-DFT盲均衡器($K=128$子载波和$M=5$子符号)的GFDM系统在20个GFDM块迭代内接近理论边界。此外,MMA-DFT的均方误差(MSE)在大约15-20个GFDM块内收敛,在有限的自适应迭代次数下实现了接近最佳的检测性能。此外,由于减少了GFDM的循环前缀(CP)开销,实现了更高的有效信噪比(SNR),在相同参数设置下,与应用于正交频分复用(OFDM)的相同MMA-DFT均衡器相比,应用于GFDM的MMA-DFT均衡器实现了0.89 db的SER增益。推导了包含失调、信道频响(CFR)估计误差和残余ICI的理论SER表达式,并证明其与仿真结果非常吻合。该方法减少了导频开销,提高了频谱效率,并支持可扩展的大规模多输入多输出(mMIMO)场景,有助于构建节能的未来网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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