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The frequency spectrum of a time-domain signal is a representation of that signal in the frequency domain.
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Harmonic Product Spectrum limitations in pitch detection
It could be that too few harmonic partials are present in the signal at these higher pitches. The HPS algorithm is pretty simple and relies on those upper harmonics to keep stacking up until the funda …