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User's Manual - Cornell Lab of Ornithology - Cornell University

User's Manual - Cornell Lab of Ornithology - Cornell University

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Chapter 7: CorrelationLogarithmic vs.quadraticamplitude axisSpectrogram correlations can be performed using spectrograms with eitherlogarithmic or quadratic amplitude axes (henceforth referred to aslogarithmic or quadratic spectrograms), as long as both spectrograms are <strong>of</strong>the same type. Although logarithmic spectrograms are <strong>of</strong>ten more visuallyinformative because <strong>of</strong> their wide dynamic range, quadratic spectrogramsmay sometimes be more appropriate for purposes <strong>of</strong> correlation. If quadraticspectrograms are used, the values being correlated at each point in time arethe spectrum intensities (in watts/m 2 /Hz) at each frequency; if logarithmicspectrograms are used, the values being correlated are the spectrum intensitylevels (in dB). 1 For spectrograms whose peak normalized correlations areclose to 1, the two types <strong>of</strong> spectrograms yield very similar results. (Foridentical signals, <strong>of</strong> course, either type <strong>of</strong> spectrogram yields a correlation <strong>of</strong>1.) For any given pair <strong>of</strong> signals, the correlation values from quadraticspectrograms are <strong>of</strong>ten lower than those from logarithmic spectrograms(Figure 7.9).10.80.6Peak correlationQuadraticspectrograms0.40.200 0.2 0.4 0.6 0.8 1Peak correlationLogarithmic spectrogramsFigure 7.9. Peak normalized correlation coefficients for spectrograms <strong>of</strong> 78pairs <strong>of</strong> signals. One point is plotted for each pair <strong>of</strong> signals, showing the peakvalues when quadratic versus logarithmic spectrograms were correlated. Thediagonal is the line <strong>of</strong> equal peak correlations.In a given set <strong>of</strong> signal pairs being correlated, the rank orderings <strong>of</strong> peakcorrelation coefficients obtained using quadratic and logarithmicspectrograms are not necessarily exactly the same, although they are generally1 If the electric calibration paradigm is selected, the values that are correlated arespectrum powers (in watts/Hz) or spectrum power levels (in dB).118 Canary 1.2 User’s <strong>Manual</strong>

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