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A modified Kalman filter algorithm for fractional system under Levy noises

机译:Levy噪声下分数阶系统的改进卡尔曼滤波算法。

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摘要

This paper considers the filter designing problem for discrete linear fractional order systems with non-Gaussian noises. Taking both the system noise and the measurement noise as Levy noises instead of Gaussian white noises, through the approximating transformation for Levy noises, a modified Kalman filter algorithm is proposed for discrete linear fractional order system. The developed results can be used to estimate the system states for discrete linear fractional order system under non-Gaussian Levy noises with satisfactory accuracy, which are more general than some existing results. Finally, simulation results ate provided to verify and illustrate the effectiveness of the obtained results. (C) 2015 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:本文考虑了具有非高斯噪声的离散线性分数阶系统的滤波器设计问题。通过对系统噪声和测量噪声作为高斯白噪声而不是高斯白噪声,通过对雷维噪声的近似变换,提出了一种针对离散线性分数阶系统的改进卡尔曼滤波算法。研究结果可用于估计非高斯利维噪声下离散线性分数阶系统的系统状态,具有令人满意的精度,比某些现有结果更通用。最后,提供了仿真结果以验证和说明所获得结果的有效性。 (C)2015富兰克林研究所。由Elsevier Ltd.出版。保留所有权利。

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  • 来源
    《Journal of the Franklin Institute》 |2015年第5期|1963-1978|共16页
  • 作者单位

    Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China;

    Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China;

    Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China;

    Hohai Univ, Coll Energy & Elect Engn, Nanjing 210098, Jiangsu, Peoples R China;

    State Grid Elect Power Res Inst, Nanjing 210003, Jiangsu, Peoples R China;

    State Grid Elect Power Res Inst, Nanjing 210003, Jiangsu, Peoples R China;

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