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Gero, S.

Publications and source records attributed to Gero, S..

2 recordsLinked to original sources

Contextual and Combinatorial Structure in Sperm Whale Vocalisations

Sperm whales (Physeter macrocephalus) are long-lived and highly social mammals that engage in complex group behaviours, including navigation, foraging, and child-rearing. During these behaviours, sperm whales communicate primarily using sequences of short bursts of clicks with varying inter-click intervals, known as codas. Past research has identified around 150 discrete coda types globally, with 21 in the Caribbean. A subset of these have been shown to encode information about caller and clan identity. However, almost everything else about the sperm whale communication system, including basic questions about its structure and information-carrying capacity, remains unknown. In this study, we show that codas exhibit contextual and combinatorial structure with key similarities to aspects of human language and other primate communication systems. First, we report previously undescribed variations in coda structure that are sensitive to the conversational context in which they occur. We call these rubato and ornamentation, by analogy to musical terminology. These variations are systematically controlled and imitated across individual whales. Second, we show that coda types are not defined by arbitrary sequences of inter-click intervals, but instead form a combinatorial coding system in which rubato and ornamentation combine with two categorical, context-independent features that we call rhythm and tempo to give rise to a large inventory of distinguishable codas. In a dataset of 8,719 codas from the sperm whales of the Eastern Caribbean clan, this sperm whale phonetic alphabet makes it possible to systematically explain observed variability in coda structure. Sperm whale vocalisations are more expressive and structured than previously believed, and are built from a repertoire comprising nearly an order of magnitude more distinguishable codas. These results show contextsensitive and combinatorial vocalisation systems extend beyond humans, and can appear in an organism with a divergent evolutionary lineage and vocal apparatus.

animal behavior and cognition↗

Comparison of Three Individual Identification Algorithms for Sperm Whales (Physeter macrocephalus) after Automated Detection

Photo-identification of individual sperm whales (Physeter macrocephalus) is the primary technique for mark-recapture-based population analyses for the species The visual appearance of the fluke -- with its distinct nicks and notches -- often serves as the primary visual differentiator, allowing humans to make recorded sightings of specific individuals. However, the advent of digital photography and the significant increase in volume of images from multiple projects in combination with pre-existing historical catalogs has made applying the method more challenging.with the required human labor for de-duplication (reduction of Type II errors) and reconciliation of sightings between large datasets too cost- and time-prohibitive. To address this, we trained and evaluated the accuracy of PIE v2 (a triplet loss network) along with two existing fluke trailing edge-matching algorithms, CurvRank v2 and Dynamic Time Warping (DTW), as a mean to speed comparison among a high volume of photographs. Analyzed data were collected from a curated catalog of well-known sperm whales sighted across years (2005-2018) off the island of Dominica. The newly-trained PIE model outperformed the older CurvRank and DTW algorithms, and PIE provided the following top-k individual ID matching accuracy on a standard min-3/max-10 sighting training data set: Rank-1: 87.0%, Rank-5: 90.5%, and Rank-12: 92.5%. An essential aspect of PIE is that it can learn new individuals without network retraining, which can be immediately applied in the presence of (and for the resolution of) duplicate individuals in overlapping catalogs. Overall, our results recommend the use of PIE v2 and CurvRank v2 for ID reconciliation in combination due to their complementary performance.

ecology↗