JOURNAL ARTICLE

Noise Spectrum Estimation Using Line Spectral Frequencies for Robust Speech Recognition

Gil‐Jin JangJeong‐Sik ParkSanghun Kim

Year: 2012 Journal:   The Journal of the Acoustical Society of Korea Vol: 31 (3)Pages: 179-187   Publisher: The Acoustical Society of Korea

Abstract

This paper presents a novel method for estimating reliable noise spectral magnitude for acoustic background noise suppression where only a single microphone recording is available. The proposed method finds noise estimates from spectral magnitudes measured at line spectral frequencies (LSFs), under the observation that adjacent LSFs are near the peak frequencies and isolated LSFs are close to the relatively flattened valleys of LPC spectra. The parameters used in the proposed method are LPC coefficients, their corresponding LSFs, and the gain of LPC residual signals, so it suits well to LPC-based speech coders.

Keywords:
Noise (video) Speech recognition Microphone Acoustics Line (geometry) Computer science Linear prediction Residual Background noise Physics Mathematics Artificial intelligence Algorithm Loudspeaker

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FWCI (Field Weighted Citation Impact)
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0.11
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Topics

Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Music and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics

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