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Noise Suppression Method for Restoring Line Spectrum Pair  

Choi, Jae-Seung (Department of Electronics Engineering, Silla University)
Publication Information
Abstract
This paper describes a noise suppression system based on a normalization method using a time-delay neural network and line spectrum pair having a parameter of frequency domain. First, a time-delay neural network is trained using line spectrum pair values of noisy speech signals obtained by linear prediction analysis. After trained the time-delay neural network, the proposed system enhances speech signals that are degraded by a background noise. Accordingly, the proposed time-delay neural network restores from the line spectrum pair values of noisy speech signals to the line spectrum pair values of clean speech signals. It is confirmed that this system is effective for speech signals degraded by a background noise, judging from spectral distortion measurement.
Keywords
Time-delay neural network; line spectrum; normalization method; spectral distortion measurement;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 이응준, 김형래, "한국어 합성을 위한 PARCOR 계수의 부호화와 압축에 관한 연구", 대한전자공학회추계종합학술대회 논문집 제8권 2호, pp. 155-157, 1985.
2 강정원, 정대권, 김성수, 정재호, 우홍체, 이인성, "음성신호의 Line Spectrum Pair (LSP) 주파수의 2단 벡터양자화", 대한전자공학회 신호처리합동학술대회 논문집 제7권 1호, pp. 288-291, 1994.
3 H. Hirsch and D. Pearce, "The AURORA experimental framework for the performance evaluations of speech recognition systems under noisy conditions", in Proc. ISCA ITRW ASR2000 on Automatic Speech Recognition: Challenges for the Next Millennium, Paris, France, 2000.
4 Ooyen A. V. and Nienhuis B. "Improving the convergence of the back-propagation algorithm," Neural Networks 5, 3, pp. 465-471, 1992.   DOI   ScienceOn
5 J. B. Hampshire, A.H. Waibel, "A novel objective function for improved phoneme recognition using time delay neural networks", IEEE Transactions on Neural Networks, Vol. 1, No. 2, pp. 216-228, 1990.   DOI   ScienceOn
6 K. Daqrouq, I. N. Abu-Isbeih, M. Alfauri, "Speech signal enhancement using neural network and wavelet transform", 2009. 6th International Multi-Conference on Systems, Signals and Devices, pp. 1-6, 2009.
7 최재승, "음성신호의 선형예측계수에 의한 잡음량의 인식", 대한전자공학회 논문지 제46권 SP편 제2호, pp. 120-126, 2009년.   과학기술학회마을