物联网中自适应降噪技术综述

Hafiz Shakir Mehmood, Rana Zeeshan Ahmad, Muhammad Jehanzaib Yousuf
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引用次数: 4

摘要

物联网(IoT)使日常物品和物理设备之间的无线数据共享成为可能。然而,失真和噪声会显著降低物联网的信令性能。自适应噪声消除(ACN)技术不仅在物联网中发挥着重要作用,而且在系统识别、噪声消除、通信、信号控制等众多领域也发挥着重要作用。目前,物联网是一个发展趋势,需要以适当的方式处理即将出现的问题,以享受这项技术。由于信号中存在噪声,使信号的质量降低,因此可以通过自适应噪声(声)对消技术来提高通信(信号)的质量。本文主要介绍了自适应算法的性能分析以及自适应消噪技术的应用。进一步介绍了三噪声消除滤波器在物联网中的应用案例。在无线通信中,服务质量依赖于信号质量,因此噪声消除在物联网信令中起着至关重要的作用。最后,在仿真结果的基础上,对最小均方算法(LMS)、归一化最小均方算法(NLMS)和递归最小二乘算法(RLS)进行了性能分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Comprehensive Review of Adaptive Noise Cancellation Techniques in the Internet of Things
Internet of things (IoT) has made possible the sharing of data wirelessly among everyday objects and physical devices. However, distortion and noise can significantly degrade the signaling performance of IoT. Adaptive Noise Cancellation (ACN) technology plays an important role not only in IoT but also in other numerous fields such as system identification, noise cancellation, communication, signal control, etc. At present, IoT is an advance trend and need to deal with upcoming issues in a way to deal properly in enjoying this technology. Due to the presence of noise in the signal, the quality of the signal is reduced, so the quality of communication (signal) can be improved by adaptive noise (acoustic) cancellation technology. This paper aims to provide the performance analysis of adaptive algorithm and the application of adaptive noise cancellation technique. Further, use cases of three-noise cancellation filter in IoT are introduced. In wireless communication, quality of services relies on signal quality and thus noise cancellation plays a vital role in the signaling of IoT. At the end of this paper performance analysis of different ANC algorithms including least mean square (LMS), Normalized least mean square (NLMS), recursive least square (RLS) will be done based on simulation results.
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