Robust adaptive filtering algorithm based on maximum correntropy criteria for censored regression

Wang Wenyuan; Zhao Haiquan; Dogancay Kutluyil; Yu Yi; Lu Lu; Zheng Zongsheng

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Robust adaptive filtering algorithm based on maximum correntropy criteria for censored regression

机译：基于最大熵准则的鲁棒自适应滤波算法

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摘要

Censored observations and impulsive measurement noise are encountered in many practical applications of adaptive signal processing. Traditional adaptive filtering algorithms may fail to work in such cases. This paper proposes a robust adaptive filter algorithm predicated on maximum correntropy criteria (MCC) for censored regression. A detailed performance analysis in terms of mean and mean-square behaviour is provided. Simulations with Gaussian and non-Gaussian noise are presented to verify the theoretical results, and to demonstrate the superior performance of the proposed algorithm over existing algorithms. (C) 2019 Elsevier B.V. All rights reserved.

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来源
《Signal processing》 |2019年第7期|88-98|共11页
作者
Wang Wenyuan; Zhao Haiquan; Dogancay Kutluyil; Yu Yi; Lu Lu; Zheng Zongsheng;
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作者单位

Southwest Jiaotong Univ, Sch Elect Engn, Chengdu 610031, Sichuan, Peoples R China;

Southwest Jiaotong Univ, Sch Elect Engn, Chengdu 610031, Sichuan, Peoples R China;

Univ South Australia, Sch Engn, Mawson Lakes, SA 5095, Australia;

Southwest Univ Sci & Technol, Sch Informat Engn, Mianyang 621010, Peoples R China;

Sichuan Univ, Sch Elect & Informat Engn, Chengdu 610017, Sichuan, Peoples R China;

Southwest Jiaotong Univ, Sch Elect Engn, Chengdu 610031, Sichuan, Peoples R China;

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正文语种 eng
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关键词
Maximum correntropy criteria; Impulsive noise; Censored regression; Adaptive filtering;

机译：最大熵准则;脉冲噪声;修正回归;自适应滤波;

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专利

1. Maximum correntropy criterion based sparse adaptive filtering algorithms for robust channel estimation under non-Gaussian environments [J] . Ma Wentao, Qu Hua, Gui Guan, Journal of the Franklin Institute . 2015,第7期

机译：非高斯环境下鲁棒信道估计的基于最大熵准则的稀疏自适应滤波算法
2. Variable Step Size Maximum Correntropy Criteria Based Adaptive Filtering Algorithm [J] . Radhika S., Sivabalan A. Engineering Technology and Applied Science Research . 2016,第2期

机译：基于可变步长最大熵准则的自适应滤波算法
3. Variable Step Size Maximum Correntropy Criteria Based Adaptive Filtering Algorithm [J] . Radhika S., Sivabalan A. Engineering Technology and Applied Science Research . 2016,第2期

机译：基于可变步长最大熵准则的自适应滤波算法
4. Convergence analysis of Maximum Correntropy Criteria based adaptive filtering algorithm based on white input [C] . S. Radhika, A. Chandrasekar International Conference on Advanced Computing . 2019

机译：基于白输入的基于最大熵准则的自适应滤波算法的收敛性分析
5. Improved Robust Adaptive-Filtering Algorithms. [D] . Bhotto, Md. Zulfiquar Ali. 2012

机译：改进的鲁棒自适应滤波算法。
6. Adaptive Robust Unscented Kalman Filter via Fading Factor and Maximum Correntropy Criterion [O] . Zhihong Deng, Lijian Yin, Baoyu Huo, 2018

机译：基于衰落因子和最大熵准则的自适应鲁棒无味卡尔曼滤波器
7. Maximum correntropy criterion based sparse adaptive filtering algorithms for robust channel estimation under non-Gaussian environments [O] . Ma, Wentao, Qua, Hua, Gui, Guan, 2015

机译：基于最大熵准则的稀疏自适应滤波算法用于非高斯环境下的鲁棒信道估计
8. Performance and Robustness of Self-Tuning and Adaptive Algorithms forIdentification, Filtering and Control [R] . Kumar, P. R. 1995

机译：用于识别，过滤和控制的自校正和自适应算法的性能和稳健性

Robust adaptive filtering algorithm based on maximum correntropy criteria for censored regression

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