Abstract
The presence of acoustic echo deteriorates the quality of speech transmission in mobile communication systems. In conventional acoustic echo suppression (AES) set-up, the echo path effect is modelled either in time domain or in frequency domain, and to cancel the echo, a replica of the echo is created by estimating the echo path response adaptively. Recently, the modulation domain analysis which captures the human perceptual properties is widely being used in speech processing. Modulation domain conveys the temporal variation of the acoustic magnitude spectra. In this work, a novel method for modelling the echo path and estimating the echo in modulation domain is developed and implemented. Echo cancellation is done effectively using the modulation spectral manipulation. So far, no work on echo suppression in modulation domain has been found as reported. The quality of output of the proposed system is found to be better than conventional AES systems.
References
Sondhi MM: An adaptive echo canceler (1967) Bell Syst. Tech. J., vol. 46, 497–511.
Avendano C (2001) Acoustic echo suppression in the STFT domain. IEEE Workshop on Appl. of Sig. Proc.to Audio and Acoust: pp. 175–178.
Faller C and Tournery C (2006) Robust Acoustic Echo Control Using A Simple Echo Path. IEEE Int. Conf. Acoustic, speech, signal processing, (ICASSP): p. 12.
Zadeh, L. A. (1950). Frequency analysis of variable networks. Proceedings of the IRE, 38(3), 291–299.
Atlas L (2003) Modulation spectral transform: Application to speech separation and modification. Tech. Rep. 155, IEICE, Univ. Washington, Washington, WA, USA.
Bacon S, Grantham D (1989) Modulation Masking: Effect of modulation frequency depth and phase J. Acoust. Soc. Amer: pp. 2575–2580.
Atlas L, Shamma S (2003) Joint acoustic and modulation frequency. EURASIP J. Appl. Signal Process: pp. 668–675.
Drullman R, Festen J, Plomp R (1994) Effect of reducing low temporal modulations on speech reception. J. Acoust. Soc. Am. 95(5): pp. 2670–2680.
Drullman R, Festen J, Plomp R (1994) Effect of temporal envelope smearing on speech reception. J. Acoust. Soc. Am. 95(5): pp. 1053–1064.
Hermansky, H. (1998). Modulation spectrum in speech processing. In Signal Analysis and Prediction (pp. 395–406). Birkhuser Boston.
Das, Vineeta, Asutosh Kar, and Mahesh Chandra (2014) A new cross correlation based double talk detection algorithm for nonlinear acoustic echo cancellation. TENCON 2014–2014 IEEE Region 10 Conference: pp. 1–6.
Gnsler, T., Benesty, J. (2001). A frequency-domain double-talk detector based on a normalized cross-correlation vector. Signal Processing, 81(8), 1783–1787.
Paliwal, K., Wjcicki, K., Schwerin, B. (2010). Single-channel speech enhancement using spectral subtraction in the short-time modulation domain. Speech communication, 52(5), 450–475.
Togneri, R, Narasimha, M. (2015). Speech and Audio Processing for Coding, Enhancement and Recognition. T. Ogunfunmi (Ed.). Springer.
NOISEX-Speech at CMU. Rice University, USA. http://www.speech.cs.cmu.edu/comp.speech/noisex.html.
McGovern S, A Model for Room Acoustics, 2003. http://sgm-audio.com/research/rir/rir.html.
Lee, S. Y., Kim, N. S. (2007). A statistical model-based residual echo suppression. Signal Processing Letters, IEEE, 14(10), 758–761.
Loizou P: Loizou, P. C. (2013). Speech enhancement: theory and practice. CRC press.
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Muhammed Shifas, P.V., Jayakumar, E.P., Sathidevi, P.S. (2018). Robust Acoustic Echo Suppression in Modulation Domain. In: Sa, P., Sahoo, M., Murugappan, M., Wu, Y., Majhi, B. (eds) Progress in Intelligent Computing Techniques: Theory, Practice, and Applications. Advances in Intelligent Systems and Computing, vol 719. Springer, Singapore. https://doi.org/10.1007/978-981-10-3376-6_57
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DOI: https://doi.org/10.1007/978-981-10-3376-6_57
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