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A novel compressed sensing approach to speech signal compression

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F15%3A86096922" target="_blank" >RIV/61989100:27240/15:86096922 - isvavai.cz</a>

  • Result on the web

    <a href="http://link.springer.com/chapter/10.1007/978-3-319-27247-4_7" target="_blank" >http://link.springer.com/chapter/10.1007/978-3-319-27247-4_7</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-319-27247-4_7" target="_blank" >10.1007/978-3-319-27247-4_7</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    A novel compressed sensing approach to speech signal compression

  • Original language description

    ompressed sensing (CS) is a technique to sample compressible signals below the Nyquist rate, whilst still allowing near optimal reconstruction of the signal. In this paper, we apply the iterative hard thresholding (IHT) algorithm for compressed sensing on the speech signal. The interested speech signal is transformed to the frequency domain using Discrete Fourier Transform (DCT) and then compressed sensing is applied to that signal. The compressed signal can be reconstructed using the recently introduced Iterative Hard Thresholding (IHT) algorithm and also by the tradditional ? 1 minimization (basic pursuit) for comparison. It is shown that the compressed sensing can provide better root mean square error (RMSE) than the tradition DCT compression method, given the same compression ratio.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2015

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Lecture Notes in Electrical Engineering. Volume 371

  • ISBN

    978-3-319-27245-0

  • ISSN

    1876-1100

  • e-ISSN

  • Number of pages

    11

  • Pages from-to

    75-85

  • Publisher name

    Springer

  • Place of publication

    New York

  • Event location

    Ho Chi Minh City

  • Event date

    Dec 9, 2015

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article