Title | ||
---|---|---|
Design and Implementation of Subspace-Based Speech Enhancement Under In-Car Noisy Environments |
Abstract | ||
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In this paper, a new subspace-based speech enhancement model is presented for in-car speech enhancement. To effectively suppress background noise, this model incorporates a perceptual filterbank and an auditory gain adaptation derived from a psychoacoustic model into a signal subspace approach. The projection approximation subspace tracking deflation (PASTd) algorithm is used to track the signal subspace. For real-time processing, a system-on-a-programmable-chip architecture and a very large scale integration design of the PASTd algorithm are proposed. To realize a pipeline computation, this paper presents a pipelined PASTd architecture without data-dependent hazards. The maximum clock rate is 9.7 MHz, and the typical clock rate, which achieves the real-time requirement, is 4.6 MHz. The corresponding architecture was experimentally verified via an ALTERA EPXA10 development board. |
Year | DOI | Venue |
---|---|---|
2008 | 10.1109/TVT.2007.912158 | IEEE T. Vehicular Technology |
Keywords | Field | DocType |
sopc,psycho-acoustic model,tracking filters,system-on-a-programmable-chip (sopc),system-on-a-programmable-chip architecture,noise,perceptual filterbank,auditory gain adaptation,subspace-based speech enhancement model,system-on-chip,digital signal processing chips,very large scale integration design,pipeline computation,channel bank filters,acoustic signal processing,pipelined pastd architecture,psychoacoustic model,vlsi,integrated circuit design,pastd algorithm,psychoacoustic model (pam),projection approximation subspace tracking deflation algorithm,signal subspace approach,in-car noisy environments,speech enhancement,in-car noise,background noise suppression,subspace tracking,real time,computer architecture,algorithms,system on chip,very large scale integration,chip,real time processing,filter bank,tracking system,approximation algorithms,real time systems,background noise | Speech enhancement,Speech processing,Signal processing,Background noise,Subspace topology,Computer science,Filter bank,Speech recognition,Electronic engineering,Signal subspace,Clock rate | Journal |
Volume | Issue | ISSN |
57 | 3 | 0018-9545 |
Citations | PageRank | References |
1 | 0.35 | 13 |
Authors | ||
5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Chung-Hsien Yang | 1 | 45 | 5.92 |
Jia-Ching Wang | 2 | 515 | 58.13 |
Jhing-fa Wang | 3 | 982 | 114.31 |
Chung-Hsien Wu | 4 | 1099 | 116.79 |
Kai-hsing Chang | 5 | 1 | 1.03 |