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Line spectrum representation of linear predictor coefficients of speech signals
Abstract
It has been known that the linear predictor coefficients (LPC) of speech signals can be transformed into a “pseudo” vocal-tract area function whose boundary conditions are (a) a complete opening at the lips and (b) a matching resistance termination at the glottis. If the boundary condition at the glottis is replaced by a complete opening or a complete closure, all the poles of the resulting system function will move onto the unit circle in z plane. Using this fact it is possible to describe the original LPCs by two sets of pole frequencies corresponding to the two new boundary conditions at the glottis, or a set of frequency-residue pairs corresponding to either set of poles. These representations have several important features: (1) If an original pole is narrow band, the new pole is close to the original pole; (2) the two sets of pole frequencies alternate and are ordered on the frequency axis; and (3) the problem of locating complex poles can be reduced to solving a polynomial with real roots whose order is one-half that of the original all-pole transfer function.
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Citations
Cited by
WaveNet: a generative model for raw audio
Oord, A. V. D., Dieleman, S., Zen, H., Simonyan, K., Vinyals, O., Graves, A., Kalchbrenner, N., Senior, A., & Kavukcuoglu, K. (2016) · arXiv · doi:10.48550/arxiv.1609.03499 · Cited by 4,911
“It often includes cepstra (Imai & Furuichi, 1988) or line spectral pairs (Itakura, 1975), which represent vocal tract transfer function, and fundamental frequency ( F 0 ) and aperiodicity (Kawahara et al., 2001), which represent characteristics of vocal source excitation signals.”
BackgroundQuantitative association of vocal-tract and facial behavior
Yehia, H., Rubin, P., & Vatikiotis-Bateson, E. (1998) · Speech Communication · doi:10.1016/s0167-6393(98)00048-x · Cited by 420
Visual speech contributes to phonetic learning in 6-month-old infants
Teinonen, T., Aslin, R. N., Alku, P., & Csibra, G. (2008) · Cognition · doi:10.1016/j.cognition.2008.05.009 · Cited by 287
A survey on neural speech synthesis
Tan, X., Qin, T., Soong, F., & Liu, T.-Y. (2021) · arXiv · doi:10.48550/arxiv.2106.15561 · Cited by 216
Detecting Voice Cloning Attacks via Timbre Watermarking
Liu, C., Zhang, J., Zhang, T., Yang, X., Zhang, W., & Yu, N. (2024) · Proceedings 2024 Network and Distributed System Security Symposium · doi:10.14722/ndss.2024.24200 · Cited by 40
Metadata
- Authors
- Itakura, F.
- Venue
- The Journal of the Acoustical Society of America
- Publisher
- Acoustical Society of America (ASA)
- Published
- 1975-04-01
- Volume
- 57
- Issue
- S1
- Pages
- S35-S35
- ISSN
- 0001-4966 (ISSN-L)
- 1520-8524
- OpenAlex
- W2009674825
- Cited by
- 524
- References
- 0
- Type
- conference abstract
- Language
- en
- Open access
- closed
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- Itakura, F. (1975). Line spectrum representation of linear predictor coefficients of speech signals. The Journal of the Acoustical Society of America. https://doi.org/10.1121/1.1995189
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