Over time, a bird population's acoustic and morphological features can diverge from the parent species. A quantitative measure of difference between two populations of species/subspecies is extremely useful to zoologists. Work in this paper takes a dialect difference system first developed for speech and refines it to automatically measure vocalisation difference between bird populations by extracting pitch contours. The pitch contours are transposed into pitch codes. A variety of codebook schemes are proposed to represent the contour structure, including a vector quantization approach. The measure, called Bird Vocalisation Difference, is applied to bird populations with calls that are considered very similar, very different, and between these two extremes. Initial results are very promising, with the behaviour of the metric consistent with accepted levels of similarity for the populations tested to date. The influence of data size on the measure is investigated by using reduced datasets. Results of species pair classification using Gaussian mixture models with Mel-frequency cepstral coefficients is also given as a baseline indicator of class confusability.
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March 2018
March 26 2018
Measuring vocal difference in bird population pairs Available to Purchase
Colm O'Reilly;
Colm O'Reilly
a)
1
Sigmedia Group, School of Engineering
, Trinity College Dublin, Dublin, Ireland
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Kangkuso Analuddin;
Kangkuso Analuddin
2
Department of Biology and Biotechnology, Halu Oleo University
, Southeast Sulawesi, Indonesia
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David J. Kelly;
David J. Kelly
3
Department of Zoology, School of Natural Sciences
, Trinity College Dublin, Dublin, Ireland
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Naomi Harte
Naomi Harte
1
Sigmedia Group, School of Engineering
, Trinity College Dublin, Dublin, Ireland
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Colm O'Reilly
1,a)
Kangkuso Analuddin
2
David J. Kelly
3
Naomi Harte
1
1
Sigmedia Group, School of Engineering
, Trinity College Dublin, Dublin, Ireland
2
Department of Biology and Biotechnology, Halu Oleo University
, Southeast Sulawesi, Indonesia
3
Department of Zoology, School of Natural Sciences
, Trinity College Dublin, Dublin, Ireland
a)
Electronic mail: [email protected]
J. Acoust. Soc. Am. 143, 1658–1671 (2018)
Article history
Received:
July 18 2017
Accepted:
February 24 2018
Citation
Colm O'Reilly, Kangkuso Analuddin, David J. Kelly, Naomi Harte; Measuring vocal difference in bird population pairs. J. Acoust. Soc. Am. 1 March 2018; 143 (3): 1658–1671. https://doi.org/10.1121/1.5027244
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