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    Improved practical variable step-size algorithm for adaptive feedback control in hearing aids

    Access Status
    Fulltext not available
    Authors
    Tran, L.
    Schepker, H.
    Doclo, S.
    Dam, Hai Huyen Heidi
    Nordholm, Sven
    Date
    2017
    Type
    Conference Paper
    
    Metadata
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    Citation
    Tran, L. and Schepker, H. and Doclo, S. and Dam, H.H.H. and Nordholm, S. 2017. Improved practical variable step-size algorithm for adaptive feedback control in hearing aids.
    Source Title
    2016, 10th International Conference on Signal Processing and Communication Systems, ICSPCS 2016 - Proceedings
    DOI
    10.1109/ICSPCS.2016.7843330
    ISBN
    9781509009411
    School
    Department of Mathematics and Statistics
    URI
    http://hdl.handle.net/20.500.11937/52672
    Collection
    • Curtin Research Publications
    Abstract

    © 2016 IEEE.Variable step-size (VSS) schemes are popular to use in acoustic echo cancellation (AEC) contexts. However, their effective implementation in adaptive feedback cancellation (AFC) for hearing aids is still challenging due to the correlation between microphone and loudspeaker signals. We propose an improved practical VSS algorithm (IPVSS) which uses a variable step-size with upper and lower limits to control the update equation of an adaptive filter. The proposed algorithm is implemented for feedback cancellation using the prediction error method. As a result, the overall system has a fast convergence rate, a high tracking rate and a low steady-state error. The performance of the proposed approach has been evaluated for both speech and music incoming signals. The simulation results show that the proposed approach outperforms a system which only utilizes either the lower or the upper fixed step-size used in the IPVSS.

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      Tran, L.; Schepker, H.; Doclo, S.; Dam, Hai Huyen Heidi; Nordholm, Sven (2018)
      © 2018 IEEE. In adaptive feedback cancellation (AFC) methods, the step-size plays an important role in controlling the convergence speed of an adaptive filter in the feedback canceller path. The selection of this step-size ...
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      In adaptive feedback cancellation an adaptive filter is used to model the acoustic feedback path between the hearing aid loudspeaker and the microphone. An important parameter for adaptive filters is the step-size, providing ...
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      © 2017 IEEE. The affine projection algorithm (APA) is commonly used for adaptive filtering in acoustic echo cancellation (AEC) due to its higher convergence and tracking rate compared to the conventional normalized least ...
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