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A Review of Repetition Rate as Fundamental Frequency Extraction in Complex Voice Signals
Ingo R Titze1, Anil Palaparthi1
1Utah Center for Vocology, University of Utah, Salt Lake City, Utah.
Purpose:
Fundamental frequency is difficult to determine from visual observation of a spectrogram or waveform when the lowest component is weak, or subharmonics are present. The purpose of this study was to test fundamental frequency extraction algorithms under these conditions.
Methods:
The greatest common divisor (GCD) between harmonic components was used to define the fundamental frequency. Waveforms were produced with sinusoidal components of various amplitudes and phases. State-of-the-art algorithms were used to extract the fundamental frequency from a composite waveform when the lowest sinusoid was weak, nonexistent, or confounded with a subharmonic.
Results:
The majority of algorithms predicted GCD as the fo, even when only two harmonically related sinusoids were present, and the fundamental was missing. However, the lowest frequency of a period-2 subharmonic was predicted as the fundamental frequency when its amplitude was above 30% of the amplitude of the lowest harmonic.
Conclusions:
Fundamental frequency extraction of complex speech waveforms in speech or song needs more careful consideration when signals are complex. Future work should include the presence of period-3 and period-4 subharmonics, as well as sideband and difference frequencies. Perceptual experiments should be conducted to correlate the GCD predictions with auditory perception.
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