《机电工程》杂志,月刊( 详细... )
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基于分形理论的非线性信号噪声污染程度检测*
作者:许可,孟F 日期:2008-11-03/span> 浏览:3394 查看PDF文档
基于分形理论的非线性信号噪声污染程度检测*
许可,孟F
(浙江大学 电气工程学院,浙江 杭州 310027)
摘要:针对以傅立叶分析为代表的传统方法在非线性信号分析上的不足,提出了将分形理论应用于非线性信号含噪分析的方法,设计了具体实验的流程,并结合实际心电数据进行了相关的实验。实验结果表明:周期性非线性时间序列与随机噪声在分形指数上有明显差异,当随机噪声对原始信号的影响程度变化时,分形维数也随之变化;分形维数可以有效地描述工程数据被噪声污染的程度,因而具有良好的工程应用前景。
关键词:分形;噪声分析;非线性;心电信号(图)
中图分类号:TP316文献标识码:A文章编号:1001-4551(2008)09-0004-04
Measuring noise level in nonlinear signals based on fractal theory
XV Ke, MENG Jun
(College of Electrical Engineering, Zhejiang University, Hangzhou 310027, China)
Abstract: In terms of the disadvantage of traditional methods represented by Fourier analysis applied in analysis of nonlinear signals, a new approach based on fractal theory was provided to analysis random noises in nonlinear signals. Experiment results on real electrocardiograph(ECG) signals demonstrated remarkable gap between the periodical nonlinear time series and random noises; moreover, fractal dimensions varied with different levels of impact from random noise on original time series. These results imply that fractal dimension can effectively describe how the data is affected by random noise and thus usher the prospect in engineering application.
Key words: fractal; noise analysis; nonlinear; electrocardiograph(ECG)
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