基于人工神经网络的电力线通信信道彩色背景噪声建模

Yong-tao Ma, Kai-hua Liu, Zhi-jun Zhang, Jiexiao Yu, Xiaolin Gong
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引用次数: 16

摘要

电力线网络不是专门为传输高频信号而设计的。一些测试和文献证明,电力线信道具有许多不利于高频信号传输的不利特性,噪声特性是描述电力线通信信道干扰性质的重要参数。研究了电力线通信信道的噪声分类,重点分析了彩色背景噪声的特征及其数学模型。基于人工神经网络,研究了电力线通信信道彩色背景噪声的优化模型。本文推导了彩色背景噪声建模的神经网络算法。通过仿真,导出了神经网络滤波器的幅频响应曲线。利用神经网络模型得到了彩色噪声的时域波形和功率谱密度。结果表明,人工神经网络建模方法对电力线通信信道彩色背景噪声建模是有效的。为实际电力线信道的仿真奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling the colored background noise of power line communication channel based on artificial neural network
Power-line network is not specifically designed for high frequency signal transmission. Some tests and documents verify that power-line channel takes on many adverse characteristics that are not conducive to high frequency signal transmission, and noise characteristics are important parameters to describe the nature of power-line communication channel interference. The paper studied noise classification of the power-line communication channel, and specially analyzed the colored background noise characteristic and its mathematical model. Based on artificial neural network, optimization model is studied for the colored background noise of power-line communication channel. The paper educed the neural network algorithm used for modeling colored background noise. Through simulation, amplitude-frequency response curve is derived for neural network filter. And also time domain waveform and power spectrum density of colored noise are achieved from the neural model. The results indicate that artificial neural network modeling method is effective for modeling the colored background noise of power-line communication channel. It is helpful to construct the basis for simulation actual power-line channel.
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