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Content Provider | IEEE Xplore Digital Library |
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Author | Wen Jin Scordilis, M.S. |
Copyright Year | 2005 |
Description | Author affiliation: Dept. of Electr. & Comput. Eng., Miami Univ., FL, USA (Wen Jin; Scordilis, M.S.) |
Abstract | In this paper, we develop an improved speech enhancement system based on Kalman filtering (KF) that processes the linear prediction (LP) residual of voiced speech. For input frames where voiced speech is present, the LP residuals are clipped to maintain the peaks where the major excitation pulses are located. The proposed algorithm differs from the conventional Kalman filtering algorithms in that it includes this quasi-periodic term in the process equation for voiced speech frames. The quality of the resulting enhanced speech is evaluated by means of signal-to-noise-ratio (SNR) and ITU-PESQ scores. Experimental results indicate that the proposed algorithm achieves consistent improvement in output speech quality when compared to conventional KF methods. |
Sponsorship | Region 3 of the Inst. of Electr. and Electron. Eng. IEEE Broward Sect. Nova Southeastern Univ |
Starting Page | 225 |
Ending Page | 228 |
File Size | 1841036 |
Page Count | 4 |
File Format | |
ISBN | 0780388658 |
DOI | 10.1109/SECON.2005.1423250 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2005-04-08 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Speech enhancement Kalman filters Speech processing Equations Working environment noise Low-frequency noise Filtering algorithms Signal processing Nonlinear filters Additive noise |
Content Type | Text |
Resource Type | Article |
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