Title | ||
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Robust Noise Suppression Algorithm with the Kalman Filter Theory for White and Colored Disturbance |
Abstract | ||
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We propose a noise suppression algorithm with the Kalman filter theory. The algorithm aims to achieve robust noise suppression for the additive white and colored disturbance from the canonical state space models with (i) a state equation composed of the speech signal and (ii) an observation equation composed of the speech signal and additive noise. The remarkable features of the proposed algorithm are (1) applied to adaptive white and colored noises where the additive colored noise uses babble noise, (2) realization of high performance noise suppression without sacrificing high quality of the speech signal despite simple noise suppression using only the Kalman filter algorithm, while many conventional methods based on the Kalman filter theory usually perform the noise suppression using the parameter estimation algorithm of AR (auto-regressive) system and the Kalman filter algorithm. We show the effectiveness of the proposed method, which utilizes the Kalman filter theory for the proposed canonical state space model with the colored driving source, using numerical results and subjective evaluation results. |
Year | DOI | Venue |
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2008 | 10.1093/ietfec/e91-a.3.818 | IEICE Transactions |
Keywords | Field | DocType |
noise suppression,kalman filter theory,speech signal,high performance noise suppression,simple noise suppression,colored disturbance,robust noise suppression algorithm,babble noise,additive noise,robust noise suppression,kalman filter algorithm,noise suppression algorithm,state space model,kalman filter,colored noise | Value noise,Extended Kalman filter,Colors of noise,Fast Kalman filter,Control theory,Salt-and-pepper noise,Algorithm,Stochastic resonance,Invariant extended Kalman filter,Gaussian noise,Mathematics | Journal |
Volume | Issue | ISSN |
E91-A | 3 | 0916-8508 |
Citations | PageRank | References |
4 | 0.64 | 5 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Nari Tanabe | 1 | 5 | 1.95 |
Toshihiro Furukawa | 2 | 52 | 22.17 |
Shigeo Tsujii | 3 | 598 | 131.15 |