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Gubnitsky G, Mevorach Y, Gero S, Gruber DF, Diamant R. Automatic detection and annotation of eastern Caribbean sperm whale codas. Sci Rep 2025; 15:12790. [PMID: 40229467 PMCID: PMC11997145 DOI: 10.1038/s41598-025-97009-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 04/01/2025] [Indexed: 04/16/2025] Open
Abstract
A key technology for sperm whale (Physeter macrocephalus) monitoring is the identification of sperm whale communication signals, known as codas. In this paper we present the first automatic coda detector and annotator. The main innovation in our detector is graph-based clustering, which utilizes the expected similarity between the clicks that make up the coda. Results show detection and accurate annotation at low signal-to-noise ratios, separation between codas and echolocation clicks, and discrimination between codas from simultaneously emitting whales. Using this automatic annotator, insights into the characterization of sperm whale communication are presented. The results include new types of coda signals, analysis of the distribution of coda types among different whales and for different years, and evidence for synchronization between communicating whales in terms of coda type and coda transmission time. These results indicate a high degree of complexity in the communication system of this cetacean species. Source code and data for our system is publicly available.
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Affiliation(s)
- Guy Gubnitsky
- Department of Marine Technology, University of Haifa, 3498838, Haifa, Israel
- Project CETI, New York, NY, 10003, USA
- Project CETI, Roseau, Dominica
| | - Yaly Mevorach
- Morris Kahn Marine Research Station, Department of Marine Biology, University of Haifa, 3498838, Haifa, Israel
- Project CETI, New York, NY, 10003, USA
- Project CETI, Roseau, Dominica
| | - Shane Gero
- Department of Biology, Carleton University, Ottawa, ON, K1S 5B6, Canada
- The Dominica Sperm Whale Project, Roseau, Dominica
- Project CETI, New York, NY, 10003, USA
- Project CETI, Roseau, Dominica
| | - David F Gruber
- Baruch College, City University of New York, New York, NY, 10010, USA
- Project CETI, New York, NY, 10003, USA
- Project CETI, Roseau, Dominica
| | - Roee Diamant
- Department of Marine Technology, University of Haifa, 3498838, Haifa, Israel.
- Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, Zagreb, Croatia.
- Project CETI, New York, NY, 10003, USA.
- Project CETI, Roseau, Dominica.
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2
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Youngblood M. Language-like efficiency in whale communication. SCIENCE ADVANCES 2025; 11:eads6014. [PMID: 39908378 DOI: 10.1126/sciadv.ads6014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Accepted: 01/07/2025] [Indexed: 02/07/2025]
Abstract
Vocal communication systems in humans and other animals experience selection for efficiency-optimizing the benefits they convey relative to the costs of producing them. Two hallmarks of efficiency, Menzerath's law and Zipf's law of abbreviation, predict that longer sequences will consist of shorter elements and more frequent elements will be shorter, respectively. Here, we assessed the evidence for both laws in cetaceans by analyzing vocal sequences from 16 baleen and toothed whale species and comparing them to 51 human languages. Eleven whale species exhibit Menzerath's law, sometimes with greater effect sizes than human speech. Two of the five whale species with categorized element types exhibit Zipf's law of abbreviation. On average, whales also tend to shorten elements and intervals toward the end of sequences, although this varies by species. Overall, the results of this study suggest that the vocalizations of many cetacean species have undergone compression for increased efficiency in time.
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Affiliation(s)
- Mason Youngblood
- Institute for Advanced Computational Science, Stony Brook University, Stony Brook, NY, USA
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Ogino M, Farine DR. Collective intelligence facilitates emergent resource partitioning through frequency-dependent learning. Philos Trans R Soc Lond B Biol Sci 2024; 379:20230177. [PMID: 39034703 PMCID: PMC11293853 DOI: 10.1098/rstb.2023.0177] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2023] [Revised: 03/01/2024] [Accepted: 03/04/2024] [Indexed: 07/23/2024] Open
Abstract
Deciding where to forage must not only account for variations in habitat quality but also where others might forage. Recent studies have suggested that when individuals remember recent foraging outcomes, negative frequency-dependent learning can allow them to avoid resources exploited by others (indirect competition). This process can drive the emergence of consistent differences in resource use (resource partitioning) at the population level. However, indirect cues of competition can be difficult for individuals to sense. Here, we propose that information pooling through collective decision-making-i.e. collective intelligence-can allow populations of group-living animals to more effectively partition resources relative to populations of solitary animals. We test this hypothesis by simulating (i) individuals preferring to forage where they were recently successful and (ii) cohesive groups that choose one resource using a majority rule. While solitary animals can partially avoid indirect competition through negative frequency-dependent learning, resource partitioning is more likely to emerge in populations of group-living animals. Populations of larger groups also better partition resources than populations of smaller groups, especially in environments with more choices. Our results give insight into the value of long- versus short-term memory, home range sizes and the evolution of specialization, optimal group sizes and territoriality. This article is part of the theme issue 'Connected interactions: enriching food web research by spatial and social interactions'.
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Affiliation(s)
- Mina Ogino
- Department of Evolutionary Biology and Environmental Science, University of Zurich, ZurichWinterthurerstrasse 190, 8057, Switzerland
- Department of Collective Behaviour, Max Planck Institute of Animal Behavior, KonstanzAm Obstberg 1, 78315 Radolfzell, Germany
| | - Damien R. Farine
- Department of Evolutionary Biology and Environmental Science, University of Zurich, ZurichWinterthurerstrasse 190, 8057, Switzerland
- Department of Collective Behaviour, Max Planck Institute of Animal Behavior, KonstanzAm Obstberg 1, 78315 Radolfzell, Germany
- Division of Ecology and Evolution, Research School of Biology, Australian National University, 46 Sullivans Creek Road, CanberraACT 2600, Australia
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Rendell L, Whitehead H. The active space of sperm whale codas allows for communication within and between social units. J Exp Biol 2024; 227:jeb247784. [PMID: 39087318 DOI: 10.1242/jeb.247784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 04/16/2024] [Indexed: 08/02/2024]
Affiliation(s)
- Luke Rendell
- Sea Mammal Research Unit, School of Biology, University of St Andrews, St Andrews, KY16 9XL, UK
| | - Hal Whitehead
- Biology Department, Dalhousie University, Halifax, NS, Canada, B3H 4R2
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Jacobs ER, Gero S, Malinka CE, Tønnesen PH, Beedholm K, DeRuiter SL, Madsen PT. Response to 'The active space of sperm whale codas allows for communication within and between social units'. J Exp Biol 2024; 227:jeb247896. [PMID: 39087317 DOI: 10.1242/jeb.247896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Accepted: 07/03/2024] [Indexed: 08/02/2024]
Affiliation(s)
- Ellen R Jacobs
- Georgetown University, 3700 O St NW, Washington, DC 20097, USA
| | - Shane Gero
- Carleton University, Ottawa, ON, Canada, K1S 5B6
| | - Chloe E Malinka
- SMRU Consulting, Scottish Oceans Institute, University of St Andrews, St Andrews, Fife, KY16 8LB, UK
| | - Pernille H Tønnesen
- Department of Biology, Aarhus University, C. F. Møllers Allé 3, DK-8000 Aarhus C, Denmark
| | - Kristian Beedholm
- Department of Biology, Aarhus University, C. F. Møllers Allé 3, DK-8000 Aarhus C, Denmark
| | - Stacy L DeRuiter
- Calvin University, Department of Mathematics and Statistics, Calvin University, 3201 Burton St SE, Grand Rapids, MI 49546, USA
| | - Peter T Madsen
- Department of Biology, Aarhus University, C. F. Møllers Allé 3, DK-8000 Aarhus C, Denmark
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Posdaljian N, Solsona-Berga A, Hildebrand JA, Soderstjerna C, Wiggins SM, Lenssen K, Baumann-Pickering S. Sperm whale demographics in the Gulf of Alaska and Bering Sea/Aleutian Islands: An overlooked female habitat. PLoS One 2024; 19:e0285068. [PMID: 38959265 PMCID: PMC11221705 DOI: 10.1371/journal.pone.0285068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 05/14/2024] [Indexed: 07/05/2024] Open
Abstract
Sperm whales exhibit sexual dimorphism and sex-specific latitudinal segregation. Females and their young form social groups and are usually found in temperate and tropical latitudes, while males forage at higher latitudes. Historical whaling data and rare sightings of social groups in high latitude regions of the North Pacific, such as the Gulf of Alaska (GOA) and Bering Sea/Aleutian Islands (BSAI), suggest a more complex distribution than previously understood. Sperm whales are the most sighted and recorded cetacean in marine mammal surveys in these regions but capturing their demographic composition and habitat use has proven challenging. This study detects sperm whale presence using passive acoustic data from seven sites in the GOA and BSAI from 2010 to 2019. Differences in click characteristics between males and females (i.e., inter-click and inter-pulse interval) was used as a proxy for animal size/sex to derive time series of animal detections. Generalized additive models with generalized estimation equations demonstrate how spatiotemporal patterns differ between the sexes. Social groups were present at all recording sites with the largest relative proportion at two seamount sites in the GOA and an island site in the BSAI. We found that the seasonal patterns of presence varied for the sexes and between the sites. Male presence was highest in the summer and lowest in the winter, conversely, social group peak presence was in the winter for the BSAI and in the spring for the GOA region, with the lowest presence in the summer months. This study demonstrates that social groups are not restricted to lower latitudes and capture their present-day habitat use in the North Pacific. It highlights that sperm whale distribution is more complex than accounted for in management protocol and underscores the need for improved understanding of sperm whale demographic composition to better understand the impacts of increasing anthropogenic threats, particularly climate change.
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Affiliation(s)
- Natalie Posdaljian
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - Alba Solsona-Berga
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - John A. Hildebrand
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - Caroline Soderstjerna
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - Sean M. Wiggins
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - Kieran Lenssen
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
| | - Simone Baumann-Pickering
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, United States of America
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Whitehead H. Sperm whale clans and human societies. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231353. [PMID: 38204796 PMCID: PMC10776220 DOI: 10.1098/rsos.231353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 12/11/2023] [Indexed: 01/12/2024]
Abstract
Sperm whale society is structured into clans that are primarily distinguished by vocal dialects, which may be symbolic markers of clan identity. However, clans also differ in non-vocal behaviour. These distinctive behaviours, as well as clan membership itself, are learned socially, largely within matrilines. The clans can contain thousands of whales and span thousands of kilometres. Two or more clans typically use an area, but the whales only socialize with members of their own clan. In many respects the closest parallel may be the ethno-linguistic groups of humans. Patterns and processes of human prehistory that may be instructive in studying sperm whale clans include: the extreme variability of human societies; no clear link between modes of resource acquisition and social structure; that patterns of vocalizations may not map well onto other behavioural distinctions; and that interacting societies may deliberately distinguish their behaviour (schismogenesis). Conversely, while the two species and their societies are very different, the existence of very large-scale social structures in both sperm whales and humans supports some primary drivers of the phenomenon that are common to both species (such as cognition, cooperation, culture and mobility) and contraindicates others (e.g. tool-making and syntactic language).
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Affiliation(s)
- Hal Whitehead
- Biology Department, Dalhousie University, Halifax, Nova Scotia, Canada B3H 4R2
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Vachon F, Eguiguren A, Rendell L, Gero S, Whitehead H. Distinctive, fine-scale distribution of Eastern Caribbean sperm whale vocal clans reflects island fidelity rather than environmental variables. Ecol Evol 2022; 12:e9449. [PMID: 36349249 PMCID: PMC9631323 DOI: 10.1002/ece3.9449] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 11/06/2022] Open
Abstract
Environmental variables are often the primary drivers of species' distributions as they define their niche. However, individuals, or groups of individuals, may sometimes adopt a limited range within this larger suitable habitat as a result of social and cultural processes. This is the case for Eastern Caribbean sperm whales. While environmental variables are reasonably successful in describing the general distribution of sperm whales in the region, individuals from different cultural groups have distinct distributions around the Lesser Antilles islands. Using data collected over 2 years of dedicated surveys in the Eastern Caribbean, we conducted habitat modeling and habitat suitability analyses to investigate the mechanisms responsible for such fine-scale distribution patterns. Vocal clan-specific models were dramatically more successful at predicting distribution than general species models, showing how a failure to incorporate social factors can impede accurate predictions. Habitat variation between islands did not explain vocal clan distributions, suggesting that cultural group segregation in the Eastern Caribbean sperm whale is driven by traditions of site/island fidelity (most likely maintained through conformism and homophily) rather than habitat type specialization. Our results provide evidence for the key role of cultural knowledge in shaping habitat use of sperm whales within suitable environmental conditions and highlight the importance of cultural factors in shaping sperm whale ecology. We recommend that social and cultural information be incorporated into conservation and management as culture can segregate populations on fine spatial scales in the absence of environmental variability.
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Affiliation(s)
- Felicia Vachon
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Ana Eguiguren
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
| | - Luke Rendell
- School of BiologyUniversity of St. AndrewsSt. AndrewsUK
| | - Shane Gero
- Department of BiologyCarleton UniversityOttawaOntarioCanada
| | - Hal Whitehead
- Department of BiologyDalhousie UniversityHalifaxNova ScotiaCanada
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Vachon F, Hersh TA, Rendell L, Gero S, Whitehead H. Ocean nomads or island specialists? Culturally driven habitat partitioning contrasts in scale between geographically isolated sperm whale populations. ROYAL SOCIETY OPEN SCIENCE 2022; 9:211737. [PMID: 35619996 PMCID: PMC9114939 DOI: 10.1098/rsos.211737] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 04/14/2022] [Indexed: 05/03/2023]
Abstract
The sperm whale (Physeter macrocephalus) is a deep-diving cetacean with a global distribution and a multi-leveled, culturally segregated, social structure. While sperm whales have previously been described as 'ocean nomads', this might not be universal. We conducted surveys of sperm whales along the Lesser Antilles to document the acoustic repertoires, movements and distributions of Eastern Caribbean (EC) sperm whale cultural groups (called vocal clans). In addition to documenting a potential third vocal clan in the EC, we found strong evidence of fine-scale habitat partitioning between vocal clans with scales of horizontal movements an order of magnitude smaller than from comparable studies on Eastern Tropical Pacific sperm whales. These results suggest that sperm whales can display cultural ecological specialization and habitat partitioning on flexible spatial scales according to local conditions and broadens our perception of the ecological flexibility of the species. This study highlights the importance of incorporating multiple temporal and spatial scales to understand the impact of culture on ecological adaptability, as well as the dangers of extrapolating results across geographical areas and cultural groups.
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Affiliation(s)
- Felicia Vachon
- Department of Biology, Dalhousie University, Halifax, Canada
| | - Taylor A. Hersh
- Department of Biology, Dalhousie University, Halifax, Canada
- Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| | - Luke Rendell
- Sea Mammal Research Unit, University of St Andrews, School of Biology, St Andrews, UK
| | - Shane Gero
- Department of Biology, Dalhousie University, Halifax, Canada
- Sea Mammal Research Unit, University of St Andrews, School of Biology, St Andrews, UK
- Department of Biology, Carleton University, Ottawa, Canada
- Department of Zoophysiology, Aarhus University, Aarhus, Denmark
| | - Hal Whitehead
- Department of Biology, Dalhousie University, Halifax, Canada
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