Channel equalization through pre-denoising using a hybrid multiscale decomposition in an impulsive noise environment

IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Communication Systems Pub Date : 2024-08-17 DOI:10.1002/dac.5943
Annet Mary Wilson, Trilochan Panigrahi, Bishnu Prasad Mishra, Samrat L Sabat
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Abstract

In wireless communication, impulsive noise often degrades channel quality, which poses challenges for equalizers. Although robust equalization methods offer some effectiveness, the occurrence of impulsive noise after training significantly impacts the symbol error rate (SER). To mitigate this issue, we propose a method that involves denoising the received signal using robust wavelet decomposition before equalization. This approach combines the discrete wavelet transform with median and morphological filters to reduce impulsive noise. A pre-impulsive noise detection mechanism triggers denoising only when impulsive noise is detected. We evaluate the SER performance of the proposed technique using simulations of a 16-QAM orthogonal frequency division multiplexing (OFDM) system with kernel interpolation-based frequency domain equalization (FDE) in a Rayleigh fading channel with impulsive noise. Results show that our approach achieves SER levels comparable to conventional methods in Gaussian noise scenarios, demonstrating its effectiveness in challenging wireless communication environments. The simulation results demonstrate that the proposed technique in non-Gaussian noise gives the SER on par with the FDE in a Gaussian noise environment.

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在脉冲噪声环境中使用混合多尺度分解通过预去噪实现信道均衡
摘要在无线通信中,脉冲噪声经常会降低信道质量,这给均衡器带来了挑战。尽管鲁棒均衡方法具有一定的有效性,但训练后出现的脉冲噪声会严重影响符号错误率(SER)。为了缓解这一问题,我们提出了一种方法,即在均衡之前使用鲁棒小波分解对接收信号进行去噪。这种方法将离散小波变换与中值滤波器和形态滤波器相结合,以减少脉冲噪声。只有在检测到脉冲噪声时,预脉冲噪声检测机制才会触发去噪。我们使用模拟 16-QAM 正交频分复用(OFDM)系统和基于内核插值的频域均衡(FDE),在具有脉冲噪声的瑞利衰落信道中评估了所提技术的 SER 性能。结果表明,在高斯噪声情况下,我们的方法达到了与传统方法相当的 SER 水平,证明了它在具有挑战性的无线通信环境中的有效性。仿真结果表明,所提出的技术在非高斯噪声环境下的 SER 可与高斯噪声环境下的 FDE 相媲美。
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来源期刊
CiteScore
5.90
自引率
9.50%
发文量
323
审稿时长
7.9 months
期刊介绍: The International Journal of Communication Systems provides a forum for R&D, open to researchers from all types of institutions and organisations worldwide, aimed at the increasingly important area of communication technology. The Journal''s emphasis is particularly on the issues impacting behaviour at the system, service and management levels. Published twelve times a year, it provides coverage of advances that have a significant potential to impact the immense technical and commercial opportunities in the communications sector. The International Journal of Communication Systems strives to select a balance of contributions that promotes technical innovation allied to practical relevance across the range of system types and issues. The Journal addresses both public communication systems (Telecommunication, mobile, Internet, and Cable TV) and private systems (Intranets, enterprise networks, LANs, MANs, WANs). The following key areas and issues are regularly covered: -Transmission/Switching/Distribution technologies (ATM, SDH, TCP/IP, routers, DSL, cable modems, VoD, VoIP, WDM, etc.) -System control, network/service management -Network and Internet protocols and standards -Client-server, distributed and Web-based communication systems -Broadband and multimedia systems and applications, with a focus on increased service variety and interactivity -Trials of advanced systems and services; their implementation and evaluation -Novel concepts and improvements in technique; their theoretical basis and performance analysis using measurement/testing, modelling and simulation -Performance evaluation issues and methods.
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