Performance improvement of MIMOOFDM communication systems based on non-linear equalization

IF 4 3区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Khaled Ramadan
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引用次数: 0

Abstract

This paper introduces a nonlinear equalizer for Multiple Input Multiple Output (MIMO) Orthogonal Frequency Division Multiplexing (OFDM) systems based on Discrete Wavelet Transform (DWT). It is referred to as the Joint Non-Linear Combining Zero Forcing-Successive Interference Cancellation (JNLCZF-SIC) equalizer. Unlike traditional equalizers, the JNLCZF-SIC equalizer performs both equalization and Carrier Frequency Offset (CFO) correction simultaneously. The main advantage of the proposed JNLCZF-SIC equalizer over existing methods is its ability to reduce simulation times without compromising performance by minimizing the number of arithmetic operations required. To assess its effectiveness, we evaluate its Bit-Error-Rate (BER) and computational load against standard equalization techniques such as Linear Zero-Forcing (LZF), Linear Minimum Mean Squared Error (LMMSE), and MMSE-Successive Interference Cancellation (MMSE-SIC) equalizers. Simulation results reveal that the JNLCZF-SIC equalizer not only achieves a lower BER but also significantly decreases computational complexity. This improvement in simulation time is particularly beneficial for large-scale MIMO systems, where DWT is employed to accelerate processing by breaking down the signal into multiple frequency bands, optimizing the equalization process. The equalizer's ability to simultaneously handle equalization and CFO compensation with reduced computational demands makes it highly suitable for real-time applications and large-scale implementations. Additionally, a closed-form expression for the count of arithmetic operations for the proposed equalizer in a general 2σ × 2σ MIMO configuration is provided.
基于非线性均衡的MIMOOFDM通信系统性能改进
本文介绍了一种基于离散小波变换(DWT)的多输入多输出(MIMO)正交频分复用(OFDM)系统非线性均衡器。它被称为联合非线性组合零强迫-相继干扰消除(JNLCZF-SIC)均衡器。与传统均衡器不同,JNLCZF-SIC 均衡器同时执行均衡和载波频率偏移(CFO)校正。与现有方法相比,所提出的 JNLCZF-SIC 均衡器的主要优势在于它能通过最大限度地减少所需的算术运算次数,在不影响性能的情况下缩短模拟时间。为了评估其有效性,我们将其误码率 (BER) 和计算负荷与线性零强迫 (LZF)、线性最小均方误差 (LMMSE) 和 MMSE-Successive Interference Cancellation (MMSE-SIC) 均衡器等标准均衡技术进行了对比评估。仿真结果表明,JNLCZF-SIC 均衡器不仅实现了更低的误码率,而且大大降低了计算复杂度。仿真时间的缩短对大规模多输入多输出系统尤为有利,因为该系统采用 DWT 技术,通过将信号分解为多个频带来加快处理速度,从而优化均衡过程。均衡器能够同时处理均衡和 CFO 补偿,并降低计算需求,因此非常适合实时应用和大规模实施。此外,还提供了在一般 2σ × 2σ MIMO 配置中,拟议均衡器算术运算次数的闭式表达式。
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
Computers & Electrical Engineering
Computers & Electrical Engineering 工程技术-工程:电子与电气
CiteScore
9.20
自引率
7.00%
发文量
661
审稿时长
47 days
期刊介绍: The impact of computers has nowhere been more revolutionary than in electrical engineering. The design, analysis, and operation of electrical and electronic systems are now dominated by computers, a transformation that has been motivated by the natural ease of interface between computers and electrical systems, and the promise of spectacular improvements in speed and efficiency. Published since 1973, Computers & Electrical Engineering provides rapid publication of topical research into the integration of computer technology and computational techniques with electrical and electronic systems. The journal publishes papers featuring novel implementations of computers and computational techniques in areas like signal and image processing, high-performance computing, parallel processing, and communications. Special attention will be paid to papers describing innovative architectures, algorithms, and software tools.
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