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基于正交小波变换的噪声下1/f类分形信号的恢复
引用本文:曹坤勇,于盛林.基于正交小波变换的噪声下1/f类分形信号的恢复[J].南京航空航天大学学报,2004,36(2):245-248.
作者姓名:曹坤勇  于盛林
作者单位:南京航空航天大学自动化学院,南京,210016
摘    要:为了恢复噪声背号下的分数布朗运动.采用正交小波对混有噪声的分数布朗运动的增量进行分解,在线性最小方差估计准则的基础上估计出“细节”小波系数和“近似”小波系数,并重构离散分数高斯噪声,从而得到要提取的分数布朗运动。在仿真中,说明了“近似”小波系数对重构信号的重要性,并以恢复出的分数布朗运动的最小均方误差mse和自相似参数的方均根误差rms为指标说明了本文方法的有效性和优越性。

关 键 词:正交小波变换  噪声  1/f类分形信号  分数布朗运动  信号恢复
文章编号:1005-2615(2004)02-0245-04
修稿时间:2003年3月26日

Restoration of Noisy 1/f-Type Fractal Signal Based on Orthonormal Wavelet Transform
CAO Kun-yong,YU Sheng-lin.Restoration of Noisy 1/f-Type Fractal Signal Based on Orthonormal Wavelet Transform[J].Journal of Nanjing University of Aeronautics & Astronautics,2004,36(2):245-248.
Authors:CAO Kun-yong  YU Sheng-lin
Abstract:As one of the most typical models of 1/f-type fractal signal, fractal Brownian motion (FBM) has some unique characteristics. In order to filter noisy FBM, noisy DFGN is transformed based on the wavelet. The detailed coefficients and approximation coefficients are estimated by least variance rule, which are then used to reconstruct DFGN. Then FBM is estimated from the reconstructed DFGN. In the digital simulation, the mean square error ( mse ) of the restored FBM and root mean square error ( rms ) of estimated Hurst show the validity and the preponderance of the algorithm.
Keywords:1/f-type fractal signal  fractal Brownian motion  orthonormal wavelet transform  least variance rule
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