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外测数据处理中小波滤波的鲁棒性算法研究

Wavelet-based Robust Filtering Algorithm for Tracking Data Processing
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摘要 为消除外测数据处理中异常值和噪声信号对处理结果的影响,结合数据处理的实际,给出一种基于小波变换的鲁棒性滤波算法。首先用移动中值滤波算法剔除原始数据中的异常值,然后采用小波系数去噪算法并结合经验维纳阈值滤波算法,抑制数据中的噪声。仿真计算及实际工程应用表明,该算法在保留特征段及有用信息的同时,有效地剔除了异常值,抑制了噪声,具有很好的鲁棒性。 In order to reduce the influence of the outliers and noise in tracking data processing on the processing result, the paper puts forward the wavelet-based robust filtering algorithm of processing data combining with the fact of tracking data proeessing. It utilizes the moving median filtering algorithm to reject outliers in the original data, Then it combines wavelet de-noising method with empirical Wiener thresholding to suppress noise. Simulation calculation and real engineering application show that this novel algorithm preserves the useful information while eliminating noise and outliers. The algorithm has been proven to be reliable and robust.
作者 刘海波
机构地区 [
出处 《飞行器测控学报》 2008年第6期71-75,共5页 Journal of Spacecraft TT&C Technology
关键词 小波变换 经验维纳滤波 移动中值滤波 异常值 Wavelet Transform Empirical Wiener Filtering Moving Median Filtering Outliers
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  • 1D L Donobo. De- nosing by soft- thresholding[J].IEEE Transactions on Information Theory, 1995,41(3) :613 - 627.
  • 2D L Donoho and I M Johnstone. Ideal spacial adaption by wavelet shrinkage[ R]. Technical report, Department of Statistics,Stanford University, 1992.
  • 3K Berkner, Jr R O Wells. Wavelet transforms and denoising algorithm[C]. Signal, System & Computers, Conference Record of the Thirty-Second Asilomar Conference, 1998,(2):1639- 1643.
  • 4D L Donoho, I M Johnstone, G Kerkyacharian and D Picant. Wavelet shrinkage: Asymptopia? [J]. Journal of the Royal Statistical Society,Series B, 1994.
  • 5Mallat S,Zhong S.Characterization of signal from multiscale edges[J].IEEE Trans.on pattern analysis and machine intelligence,1992,14(7):710-732.
  • 6Donoho D L.De-noising by soft-thresholding[J].IEEE Trans.Inf.Theory,1995,41(3):613-627.
  • 7吴嗣亮. 矢量脱靶量测量系统数据处理方法的研究与实践[D].北京理工大学, 1998.
  • 8Donoho D L,Johnstone I M.Ideal Spatial Adaptation via Wavelet Shrinkage[J].Biometrika,Sep 1994,81(3):425-455.
  • 9Donoho D L.De-noising by soft-thresholding[J].IEEE Transactions on Information Theory,May 1995,41(3):613-627.
  • 10Donoho D L,Johnstone I M.Adapting to Unknown Smoothness via Wavelet Shrinkage[J].Journal of the American Statistical Assoc,Dec.1995,90(6):1200-1224.

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