Extended Accelerated Over-Relaxation Algorithm for Low Complexity Massive MIMO Signal Detection

IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC
Muhammad Nauman Irshad, Dr. Muhammad Faisal Buland Iqbal
{"title":"Extended Accelerated Over-Relaxation Algorithm for Low Complexity Massive MIMO Signal Detection","authors":"Muhammad Nauman Irshad,&nbsp;Dr. Muhammad Faisal Buland Iqbal","doi":"10.1049/ell2.70436","DOIUrl":null,"url":null,"abstract":"<p>This letter proposes an extended accelerated over-relaxation (EAOR) detector for massive multiple-input multiple-output (MIMO) systems that significantly improves convergence speed while maintaining low computational complexity. The EAOR method introduces a three-parameter optimization framework that extends classical two-parameter iterative schemes, providing enhanced flexibility for spectral radius minimization. A novel power-aware initialization strategy exploits channel strength information to address interference asymmetry and accelerate convergence. The proposed detector achieves near-minimum mean square error performance with <span></span><math>\n <semantics>\n <mrow>\n <mi>O</mi>\n <mo>(</mo>\n <msup>\n <mi>K</mi>\n <mn>2</mn>\n </msup>\n <mo>)</mo>\n </mrow>\n <annotation>$\\mathcal {O}(K^2)$</annotation>\n </semantics></math> per-iteration complexity, substantially outperforming existing AOR and second-order Richardson iteration methods. Simulation results demonstrate that EAOR consistently achieves lower bit error rates with fewer iterations across various antenna configurations and modulation schemes. The enhanced convergence characteristics make EAOR an attractive solution for practical massive MIMO implementations in next-generation wireless systems.</p>","PeriodicalId":11556,"journal":{"name":"Electronics Letters","volume":"61 1","pages":""},"PeriodicalIF":0.8000,"publicationDate":"2025-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/ell2.70436","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Electronics Letters","FirstCategoryId":"5","ListUrlMain":"https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/ell2.70436","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

Abstract

This letter proposes an extended accelerated over-relaxation (EAOR) detector for massive multiple-input multiple-output (MIMO) systems that significantly improves convergence speed while maintaining low computational complexity. The EAOR method introduces a three-parameter optimization framework that extends classical two-parameter iterative schemes, providing enhanced flexibility for spectral radius minimization. A novel power-aware initialization strategy exploits channel strength information to address interference asymmetry and accelerate convergence. The proposed detector achieves near-minimum mean square error performance with O ( K 2 ) $\mathcal {O}(K^2)$ per-iteration complexity, substantially outperforming existing AOR and second-order Richardson iteration methods. Simulation results demonstrate that EAOR consistently achieves lower bit error rates with fewer iterations across various antenna configurations and modulation schemes. The enhanced convergence characteristics make EAOR an attractive solution for practical massive MIMO implementations in next-generation wireless systems.

Abstract Image

低复杂度海量MIMO信号检测的扩展加速过松弛算法
本文提出了一种用于大规模多输入多输出(MIMO)系统的扩展加速过松弛(EAOR)检测器,该检测器在保持低计算复杂度的同时显着提高了收敛速度。EAOR方法引入了一个三参数优化框架,扩展了经典的双参数迭代方案,为谱半径最小化提供了更大的灵活性。一种新的功率感知初始化策略利用信道强度信息来解决干扰不对称性,加速收敛。该检测器实现了接近最小均方误差的性能,每迭代复杂度为O (K 2)$ \mathcal {O}(K^2)$,大大优于现有的AOR和二阶Richardson迭代方法。仿真结果表明,在不同的天线配置和调制方案下,EAOR的迭代次数较少,误码率也较低。增强的收敛特性使EAOR成为下一代无线系统中实际大规模MIMO实现的有吸引力的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Electronics Letters
Electronics Letters 工程技术-工程:电子与电气
CiteScore
2.70
自引率
0.00%
发文量
268
审稿时长
3.6 months
期刊介绍: Electronics Letters is an internationally renowned peer-reviewed rapid-communication journal that publishes short original research papers every two weeks. Its broad and interdisciplinary scope covers the latest developments in all electronic engineering related fields including communication, biomedical, optical and device technologies. Electronics Letters also provides further insight into some of the latest developments through special features and interviews. Scope As a journal at the forefront of its field, Electronics Letters publishes papers covering all themes of electronic and electrical engineering. The major themes of the journal are listed below. Antennas and Propagation Biomedical and Bioinspired Technologies, Signal Processing and Applications Control Engineering Electromagnetism: Theory, Materials and Devices Electronic Circuits and Systems Image, Video and Vision Processing and Applications Information, Computing and Communications Instrumentation and Measurement Microwave Technology Optical Communications Photonics and Opto-Electronics Power Electronics, Energy and Sustainability Radar, Sonar and Navigation Semiconductor Technology Signal Processing MIMO
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信