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Noise Robust Variable Step-Size APMCC Algorithm for Underwater Acoustic Channel Estimation

Published: 17 March 2022 Publication History
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  • Abstract

    To improve the performance of underwater acoustic (UWA) estimation under impulse noise, this paper proposes a noise robust variable step-size APMCC (RVSS-APMCC) algorithm. The algorithm combines the improved modified Gaussian function to establish the correlation among the error signal and the step-size. Under impulse noise, simulation results of UWA estimation indicate that the RVSS-APMCC algorithm has faster channel estimation speed, higher estimation accuracy and stronger channel tracking ability.

    References

    [1]
    Chen, Badong, Zhao, Jihong, Qu, Hua, Wang, and Weihua. 2017. A correntropy inspired variable step-size sign algorithm against impulsive noises. Signal Processing the Official Publication of the European Association for Signal Processing (2017). https://doi.org/10.1016/j.sigpro.2017.05.028
    [2]
    Zhengxiong Jiang, Yingsong Li, and Xinqi Huang. 2019. A Correntropy-Based Proportionate Affine Projection Algorithm for Estimating Sparse Channels with Impulsive Noise. Entropy 21, 6 (2019), 555. https://doi.org/10.3390/e21060555
    [3]
    Raymond H Kwong and Edward W Johnston. 1992. A variable step size LMS algorithm-Signal Processing. IEEE Transactions on(1992). https://doi.org/10.1109/78.143435
    [4]
    A. Singh and J. C. Principe. 2009. Using Correntropy as a cost function in linear adaptive filters. IEEE (2009). https://doi.org/10.1109/IJCNN.2009.5178823
    [5]
    B. Wang, S. Gao, H. Ge, and W. Wang. 2020. A Variable Step Size for Maximum Correntropy Criterion Algorithm with Improved Variable Kernel Width. IEEJ Transactions on Electrical and Electronic Engineering 15, 10(2020). https://doi.org/10.1002/tee.23217

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    Published In

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    WUWNet '21: Proceedings of the 15th International Conference on Underwater Networks & Systems
    November 2021
    202 pages
    ISBN:9781450395625
    DOI:10.1145/3491315
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 17 March 2022

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    Author Tags

    1. Adaptive algorithm
    2. channel estimation
    3. impulse noise
    4. underwater acoustic channel

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    WUWNet'21

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    Overall Acceptance Rate 84 of 180 submissions, 47%

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