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Speech Enhancement System Based on Auditory System and Time-Delay Neural Network

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Adaptive and Natural Computing Algorithms (ICANNGA 2007)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 4432))

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Abstract

This paper proposes a speech enhancement system based on an auditory system for noise reduction in speech that is degraded by background noises. Accordingly, the proposed system adjusts frame by frame the coefficients for both lateral inhibition and amplitude component according to the detected sections for each input frame, then reduces the noise signal using a time-delay neural network. Based on measuring signal-to-noise ratios, experiments confirm that the proposed system is effective for speech that is degraded by various noises.

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References

  1. Chien, J.T., Lee, L.M., Wang, H.C.: Noisy speech recognition by using variance adapted hidden Markov models. IEE Electronics Letters 31(18), 1555–1556 (1995)

    Article  Google Scholar 

  2. Sreenivas, T.V., Kirnapure, P.: Codebook constrained wiener filtering for speech enhancement. IEEE Transactions on Speech and Audio Processing 4(5), 383–389 (1996)

    Article  Google Scholar 

  3. Boll, S.F.: Suppression of acoustic noise in speech using spectral subtraction. IEEE Transactions on Acoustics, Speech, Signal Processing 27(2), 113–120 (1979)

    Article  Google Scholar 

  4. Shamma, S.A.: Speech Processing in the Auditory System II: Lateral Inhibition and the Central Processing of Speech Evoked Activity in the Auditory Nerve. The Journal of the Acoustical Society of America 78(7), 1622–1632 (1985)

    Article  Google Scholar 

  5. Cheng, Y.M., O’Shaughnessy, D.: Speech enhancement based conceptually on auditory evidence. IEEE Trans. Signal Processing. 39(9), 1943–1954 (1991)

    Article  Google Scholar 

  6. Hansen, J.H.L., Nandkumar, S.: Robust Estimation of Speech in Noisy Backgrounds Based on Aspects of the Auditory Process. The Journal of the Acoustical Society of America 97(6), 3833–3849 (1995)

    Article  Google Scholar 

  7. Waibel, A., Hanazawa, T., Hinton, G., Shikano, K., Lang, K.J.: Phoneme Recognition using Time-delay Neural Networks. IEEE Transactions on Acoustics, Speech, and Signal Processing 37(3), 328–339 (1989)

    Article  Google Scholar 

  8. Wu, Y., Li, Y.: Robust speech/non-speech detection in adverse conditions using the fuzzy polarity correlation method. In: IEEE International Conference on Systems, Man, and Cybernetics, vol. 4, pp. 2935–2939 (2000)

    Google Scholar 

  9. Ephraim, Y., Malah, D.: Speech Enhancement Using a Minimum Mean-Square Error Log-Spectral Amplitude Estimator. IEEE Transactions on Acoustics, Speech, and Signal Processing 33(2), 443–445 (1985)

    Article  Google Scholar 

  10. Ephraim, Y., Malah, D.: Speech Enhancement Using a Minimum-Mean Square Error Short-Time Spectral Amplitude Estimator. IEEE Transactions on Acoustics, Speech, and Signal Processing 32(6), 1109–1121 (1984)

    Article  Google Scholar 

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Bartlomiej Beliczynski Andrzej Dzielinski Marcin Iwanowski Bernardete Ribeiro

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© 2007 Springer Berlin Heidelberg

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Choi, JS., Park, SJ. (2007). Speech Enhancement System Based on Auditory System and Time-Delay Neural Network. In: Beliczynski, B., Dzielinski, A., Iwanowski, M., Ribeiro, B. (eds) Adaptive and Natural Computing Algorithms. ICANNGA 2007. Lecture Notes in Computer Science, vol 4432. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-71629-7_18

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  • DOI: https://doi.org/10.1007/978-3-540-71629-7_18

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-71590-0

  • Online ISBN: 978-3-540-71629-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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