Table 1 Descriptions of echolocation acoustic parameters used as variables in species differentiation analyses and classification models. All parameters outlined here were used for the standard Random Forests classification model and BANTER’s first stage call classifier. Variable codes marked with an asterisk (*) indicate which acoustic parameters were used for multivariate differentiation analyses. A full list and the process used by the PAMpal package61 for calculating click parameters can be found in the R package documentation65.
From: Acoustic differentiation and classification of wild belugas and narwhals using echolocation clicks
Variable code | Variable name | Unit | Description |
|---|---|---|---|
peak* | Peak frequency | kHz | Frequency value with the highest dB level |
peak2* | Second peak frequency | kHz | Frequency value with the second highest dB level |
peak3* | Third peak frequency | kHz | Frequency value with the third highest dB level |
trough* | Frequency trough | kHz | Frequency value between peak and peak2 with the lowest dB value; also called spectral notch |
trough2* | Second frequency trough | kHz | Frequency value between peak2 and peak3 with the lowest dB value |
peakToPeak2* | First peak to second peak | kHz | Difference between the frequency values of peak and peak2 |
peakToPeak3* | First peak to third peak | kHz | Difference between the frequency values of peak and peak3 |
peak2ToPeak3* | Second peak to third peak | kHz | Difference between the frequency values of peak2 and peak3 |
Q_10dB | − 10 dB resonant quality factor | kHz | Metric of frequency pureness at − 10 dB calculated by dividing the center frequency by the bandwidth |
Q_3dB* | − 3 dB resonant quality factor | kHz | Metric of frequency pureness at − 3 dB calculated by dividing the center frequency by the bandwidth |
fmin_10dB | − 10 dB frequency minimum | kHz | − 10 dB frequency minimum |
fmin_3dB* | − 3 dB frequency minimum | kHz | − 3 dB frequency minimum |
fmax_10dB | − 10 dB frequency maximum | kHz | − 10 dB frequency maximum |
fmax_3dB* | − 3 dB frequency maximum | kHz | − 3 dB frequency maximum |
BW_10dB | − 10 dB bandwidth | kHz | − 10 dB bandwidth |
BW_3dB* | − 3 dB bandwidth | kHz | − 3 dB bandwidth |
centerHz_10dB | − 10 dB center frequency | kHz | [min frequency + (max frequency − min frequency)]/2 at − 10 dB |
centerHz_3dB* | − 3 dB center frequency | kHz | [min frequency + (max frequency − min frequency)]/2 at − 3 dB |
duration* | Click duration | µs | Time defined by the number of samples above 100 times the 40th percentile of the Teager Kaiser energy level |
ici* | Inter-click interval | s | Time interval between consecutive clicks; mode approximated for each event |