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Linearno prediktivno kodovanje×Cepstralna analiza×
OblastAkustikaAkustika
PorodicaProcess / pipelineProcess / pipeline
Godina nastanka19751963
TvoracFreddy Burg, John MakhoulBogert, Healy, Tukey
TipPredictive speech coding and analysisSpectral decomposition method
Temeljni izvorMakhoul, J. (1975). Linear prediction: A tutorial review. Proceedings of the IEEE, 63(4), 561–580. DOI ↗Bogert, B. P., Healy, M. J., & Tukey, J. W. (1963). The quefrency alanysis of time series for echoes: cepstrum, pseudo-autocovariance, cross-cepstrum, and saphe cracking. In Time Series Analysis Research Papers (pp. 209–243). Wiley. link ↗
Drugi naziviLPC, autoregressive model, speech prediction, vocal tract modelingcepstrum, MFCC, mel-frequency cepstral coefficients, spectral analysis
Srodne55
SažetakLinear Predictive Coding (LPC) is a powerful signal processing technique for modeling and compressing speech by assuming each speech sample can be predicted from a linear combination of previous samples. Pioneered by Burg and Makhoul in the 1970s, LPC is the foundation of speech codecs, speech synthesis, speaker recognition, and speech enhancement. LPC exploits the time-correlated structure of speech to achieve high compression ratios and enable efficient parameter extraction.Cepstral analysis is a spectral analysis technique that decomposes signals into independent components by inverting the log-magnitude spectrum. Pioneered by Bogert, Healy, and Tukey in 1963, cepstral analysis reveals periodic structure in spectra (pitch, echo patterns) and separates source excitation from filter response. Mel-frequency cepstral coefficients (MFCCs) derived from cepstral analysis are the most widely used features in automatic speech recognition, speaker verification, and audio analysis.
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ScholarGateUporedite metode: Linear Predictive Coding · Cepstral Analysis. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare