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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Lingyun Gu Jianbo Gao Harris, A.G. |
| Copyright Year | 2003 |
| Description | Author affiliation: Dept. of Electr. & Comput. Eng., Florida Univ., Gainesville, FL, USA (Lingyun Gu; Jianbo Gao; Harris, A.G.) |
| Abstract | Speech endpoint detection continues to be a challenging problem particularly for speech recognition in noisy environments. We address this problem from the point of view of fractals and chaos. By studying recurrence time statistics for chaotic systems, we find the nonstationarity and transience in a time series are due to non-recurrence and lack of fractal structure in the signal. A Poincare recurrence metric is designed to determine the stationarity change for endpoint detection. We consider the small area of beginning and ending of an utterance as transient. For nonstationary and transient time series, we expect the average number of Poincare recurrence points for each given small block will be different for different blocks of data subsets. However, the average number of recurrence points will stay nearly constant. The resulting recurrence point variability algorithm is shown to be well suited for the detection of state transitions in a time series and is very robust for different types of noise, especially for low SNR. |
| Sponsorship | IEEE Signal Process, Soc |
| File Size | 261824 |
| File Format | |
| ISBN | 0780376633 |
| ISSN | 15206149 |
| DOI | 10.1109/ICASSP.2003.1198809 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2003-04-06 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Working environment noise Acoustic noise Background noise Speech enhancement Speech recognition Fractals Chaos Degradation Signal to noise ratio Detectors |
| Content Type | Text |
| Resource Type | Article |
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