1
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Hodson EJ, Cox K, Juanes F, Looby A. Actively soniferous tropical reef fishes are diverse, vulnerable, and valuable. JOURNAL OF FISH BIOLOGY 2024. [PMID: 39681114 DOI: 10.1111/jfb.16030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 11/16/2024] [Accepted: 11/29/2024] [Indexed: 12/18/2024]
Abstract
Active (i.e., intentional) fish sound production provides informative cues for numerous ecological functions, including larval recruitment or reproduction, and can facilitate monitoring and restoration. It is therefore important to have a holistic picture of actively soniferous tropical reef fish diversity, particularly in the face of growing threats such as noise pollution and habitat degradation. This study integrates fish biodiversity and sonifery datasets to assess the prevalence and ecological characteristics of actively soniferous tropical reef fishes. There are 258 known sound-producing species, which span 46 families, encompass a variety of life-history (e.g., lifespan) and distribution (e.g., depth) attributes, and include many vulnerable and commercially valuable species. Furthermore, up to 75% of tropical reef fish species are considered likely to produce active sounds. This synthesis should encourage a greater appreciation for active fish sound production in tropical reef environments and advance efforts to incorporate soundscape ecology into management and restoration strategies.
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Affiliation(s)
- Emma Jayne Hodson
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
- College of Life and Environmental Sciences, University of Exeter, Penryn Campus, Penryn, UK
| | - Kieran Cox
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
- Department of Biological Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Francis Juanes
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
| | - Audrey Looby
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada
- Fisheries and Aquatic Sciences, Institute of Food and Agricultural Sciences, University of Florida, Gainesville, Florida, USA
- Nature Coast Biological Station, Institute of Food and Agricultural Sciences, University of Florida, Cedar Key, Florida, USA
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2
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Oestreich WK, Oliver RY, Chapman MS, Go MC, McKenna MF. Listening to animal behavior to understand changing ecosystems. Trends Ecol Evol 2024; 39:961-973. [PMID: 38972787 DOI: 10.1016/j.tree.2024.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 06/11/2024] [Accepted: 06/14/2024] [Indexed: 07/09/2024]
Abstract
Interpreting sound gives powerful insight into the health of ecosystems. Beyond detecting the presence of wildlife, bioacoustic signals can reveal their behavior. However, behavioral bioacoustic information is underused because identifying the function and context of animals' sounds remains challenging. A growing acoustic toolbox is allowing researchers to begin decoding bioacoustic signals by linking individual and population-level sensing. Yet, studies integrating acoustic tools for behavioral insight across levels of biological organization remain scarce. We aim to catalyze the emerging field of behavioral bioacoustics by synthesizing recent successes and rising analytical, logistical, and ethical challenges. Because behavior typically represents animals' first response to environmental change, we posit that behavioral bioacoustics will provide theoretical and applied insights into animals' adaptations to global change.
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Affiliation(s)
| | - Ruth Y Oliver
- Bren School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, CA, USA
| | - Melissa S Chapman
- National Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, CA, USA
| | - Madeline C Go
- Monterey Bay Aquarium Research Institute, Moss Landing, CA, USA
| | - Megan F McKenna
- Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO, USA
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3
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Muñoz-Duque S, Fonseca PJ, Quintella B, Monteiro JG, Fernandez M, Silva R, Vieira M, Amorim MCP. Acoustic fish community in the Madeira Archipelago (North Atlantic Ocean): Characterization of sound diversity and daily patterns. MARINE ENVIRONMENTAL RESEARCH 2024; 199:106600. [PMID: 38875901 DOI: 10.1016/j.marenvres.2024.106600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 06/04/2024] [Accepted: 06/07/2024] [Indexed: 06/16/2024]
Abstract
Marine ecosystems are increasingly subjected to anthropogenic pressures, which demands urgent monitoring plans. Understanding soundscapes can offer unique insights into the ocean status providing important information and revealing different sounds and their sources. Fishes can be prominent soundscape contributors, making passive acoustic monitoring (PAM) a potential tool to detect the presence of vocal fish species and to monitor changes in biodiversity. The major goal of this research was to provide a first reference of the marine soundscapes of the Madeira Archipelago focusing on fish sounds, as a basis for a long-term PAM program. Based on the literature, 102 potentially vocal and 35 vocal fish species were identified. Additionally 43 putative fish sound types were detected in audio recordings from two marine protected areas (MPAs) in the Archipelago: the Garajau MPA and the Desertas MPA. The Garajau MPA exhibited higher fish vocal activity, a greater variety of putative fish sound types and higher fish sound diversity. Lower abundance of sounds was found at night at both MPAs. Acoustic activity revealed a clear distinction between diurnal and nocturnal fish groups and demonstrated daily patterns of fish sound activity, suggesting temporal and spectral partitioning of the acoustic space. Pomacentridae species were proposed as candidates for some of the dominant sound types detected during the day, while scorpionfishes (Scorpaena spp.) were proposed as sources for some of the dominant nocturnal fish sounds. This study provides an important baseline about this community acoustic behaviour and is a valuable steppingstone for future non-invasive and cost-effective monitoring programs in Madeira.
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Affiliation(s)
- Sebastian Muñoz-Duque
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal; IMBRSEA, Ghent University, 9000, Ghent, Belgium.
| | - Paulo J Fonseca
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal; cE3c - Centre for Ecology, Evolution and Environmental Changes & CHANGE - Global Change and Sustainability Institute, 1749-016, Lisboa, Portugal
| | - Bernardo Quintella
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal; MARE - Marine and Environmental Sciences Centre / ARNET - Aquatic Research Network, Universidade de Lisboa, 1749-016, Lisboa, Portugal
| | - João Gama Monteiro
- MARE-Marine and Environmental Sciences Centre/ARNET-Aquatic Research Network, Agência Regional para o Desenvolvimento da Investigação Tecnologia e Inovação (ARDITI), 9020-105, Funchal, Portugal; Faculty of Life Sciences, University of Madeira, 9020-105, Funchal, Portugal
| | - Marc Fernandez
- MARE-Marine and Environmental Sciences Centre/ARNET-Aquatic Research Network, Agência Regional para o Desenvolvimento da Investigação Tecnologia e Inovação (ARDITI), 9020-105, Funchal, Portugal; Faculty of Life Sciences, University of Madeira, 9020-105, Funchal, Portugal
| | - Rodrigo Silva
- MARE-Marine and Environmental Sciences Centre/ARNET-Aquatic Research Network, Agência Regional para o Desenvolvimento da Investigação Tecnologia e Inovação (ARDITI), 9020-105, Funchal, Portugal; Faculty of Life Sciences, University of Madeira, 9020-105, Funchal, Portugal
| | - Manuel Vieira
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal; MARE - Marine and Environmental Sciences Centre / ARNET - Aquatic Research Network, Universidade de Lisboa, 1749-016, Lisboa, Portugal
| | - M Clara P Amorim
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, 1749-016, Lisboa, Portugal; MARE - Marine and Environmental Sciences Centre / ARNET - Aquatic Research Network, Universidade de Lisboa, 1749-016, Lisboa, Portugal
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4
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Desjonquères C, Linke S, Greenhalgh J, Rybak F, Sueur J. The potential of acoustic monitoring of aquatic insects for freshwater assessment. Philos Trans R Soc Lond B Biol Sci 2024; 379:20230109. [PMID: 38705188 PMCID: PMC11070258 DOI: 10.1098/rstb.2023.0109] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Accepted: 01/09/2024] [Indexed: 05/07/2024] Open
Abstract
Aquatic insects are a major indicator used to assess ecological condition in freshwater environments. However, current methods to collect and identify aquatic insects require advanced taxonomic expertise and rely on invasive techniques that lack spatio-temporal replication. Passive acoustic monitoring (PAM) is emerging as a non-invasive complementary sampling method allowing broad spatio-temporal and taxonomic coverage. The application of PAM in freshwater ecosystems has already proved useful, revealing unexpected acoustic diversity produced by fishes, amphibians, submerged aquatic plants, and aquatic insects. However, the identity of species producing sounds remains largely unknown. Among them, aquatic insects appear to be the major contributor to freshwater soundscapes. Here, we estimate the potential number of soniferous aquatic insects worldwide using data from the Global Biodiversity Information Facility. We found that four aquatic insect orders produce sounds totalling over 7000 species. This number is probably underestimated owing to poor knowledge of aquatic insects bioacoustics. We then assess the value of sound producing aquatic insects to evaluate ecological condition and find that they might be useful despite having similar responses in pristine and degraded environments in some cases. Both expert and automated identifications will be necessary to build international reference libraries and to conduct acoustic bioassessment in freshwaters. This article is part of the theme issue 'Towards a toolkit for global insect biodiversity monitoring'.
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Affiliation(s)
- Camille Desjonquères
- Université Grenoble Alpes, Université Savoie Mont Blanc, CNRS, LECA, 38000 Grenoble, France
| | - Simon Linke
- CSIRO Environment, Dutton Park, Queensland 4102, Australia
| | - Jack Greenhalgh
- Instituto Pirenaico de Ecología, Av. Ntra. Sra. de la Victoria, 22700, Jaca, Huesca, España
| | - Fanny Rybak
- Université Paris-Saclay, CNRS, Institut des neuroscience Paris-Saclay, 91400 Saclay, France
| | - Jérôme Sueur
- Institut Systématique Evolution Biodiversité (ISYEB), Muséum National d'Histoire Naturelle, CNRS, Sorbonne Université, EPHE, Université des Antilles, 57 Rue Cuvier, 75005 Paris, France
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5
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Looby A, Erbe C, Bravo S, Cox K, Davies HL, Di Iorio L, Jézéquel Y, Juanes F, Martin CW, Mooney TA, Radford C, Reynolds LK, Rice AN, Riera A, Rountree R, Spriel B, Stanley J, Vela S, Parsons MJG. Global inventory of species categorized by known underwater sonifery. Sci Data 2023; 10:892. [PMID: 38110417 PMCID: PMC10728183 DOI: 10.1038/s41597-023-02745-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 11/13/2023] [Indexed: 12/20/2023] Open
Abstract
A working group from the Global Library of Underwater Biological Sounds effort collaborated with the World Register of Marine Species (WoRMS) to create an inventory of species confirmed or expected to produce sound underwater. We used several existing inventories and additional literature searches to compile a dataset categorizing scientific knowledge of sonifery for 33,462 species and subspecies across marine mammals, other tetrapods, fishes, and invertebrates. We found 729 species documented as producing active and/or passive sounds under natural conditions, with another 21,911 species deemed likely to produce sounds based on evaluated taxonomic relationships. The dataset is available on both figshare and WoRMS where it can be regularly updated as new information becomes available. The data can also be integrated with other databases (e.g., SeaLifeBase, Global Biodiversity Information Facility) to advance future research on the distribution, evolution, ecology, management, and conservation of underwater soniferous species worldwide.
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Affiliation(s)
- Audrey Looby
- Fisheries and Aquatic Sciences, Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, USA.
- Nature Coast Biological Station, Institute of Food and Agricultural Sciences, University of Florida, Cedar Key, FL, USA.
| | - Christine Erbe
- Centre for Marine Science and Technology, Curtin University, Perth, WA, Australia
| | - Santiago Bravo
- Instituto Oceanográfico, Universidade de São Paulo, São Paulo, SP, Brasil
| | - Kieran Cox
- Department of Biological Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Hailey L Davies
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Lucia Di Iorio
- Centre de Formation et de Recherche sur les Environnements Méditerranéens, CNRS, Université de Perpignan Via Domitia, Perpignan, France
| | - Youenn Jézéquel
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Francis Juanes
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Charles W Martin
- Nature Coast Biological Station, Institute of Food and Agricultural Sciences, University of Florida, Cedar Key, FL, USA
- Stokes School of Marine and Environmental Sciences, University of South Alabama and Dauphin Island Sea Lab, Dauphin Island, AL, USA
| | - T Aran Mooney
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, MA, USA
| | - Craig Radford
- Institute of Marine Science, Leigh Marine Laboratory, University of Auckland, Warkworth, New Zealand
| | - Laura K Reynolds
- Soil, Water, and Ecosystem Sciences Department, Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, USA
| | - Aaron N Rice
- K. Lisa Yang Center for Conservation Bioacoustics, Cornell Lab of Ornithology, Cornell University, Ithaca, NY, USA
| | - Amalis Riera
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Rodney Rountree
- Department of Biology, University of Victoria, Victoria, BC, Canada
- The Fish Listener, Waquoit, MA, USA
| | - Brittnie Spriel
- Department of Biology, University of Victoria, Victoria, BC, Canada
| | - Jenni Stanley
- Coastal Marine Field Station, School of Science, University of Waikato, Tauranga, New Zealand
| | - Sarah Vela
- MERIDIAN, Halifax, NS, Canada
- Dalhousie University, Halifax, NS, Canada
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6
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Amorim MCP. The role of acoustic signals in fish reproductiona). THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2023; 154:2959-2973. [PMID: 37947394 DOI: 10.1121/10.0022353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 10/18/2023] [Indexed: 11/12/2023]
Abstract
This paper outlines my research path over three decades while providing a review on the role of fish sounds in mate choice and reproduction. It also intends to provide advice to young scientists and point toward future avenues in this field of research. An overview of studies on different fish model species shows that male mating acoustic signals can inform females and male competitors about their size (dominant frequency, amplitude, and sound pulse rate modulation), body condition (calling activity and sound pulse rate), and readiness to mate (calling rate, number of pulses in a sound). At least in species with parental care, such as toadfishes, gobies, and pomacentrids, calling activity seems to be the main driver of reproductive success. Playback experiments ran on a restricted number of species consistently revealed that females prefer vocal to silent males and select for higher calling rates. This personal synthesis concludes with the suggestion to increase knowledge on fish mating signals, especially considering the emerging use of fish sounds to monitor aquatic environments due to increasing threats, like noise pollution.
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Affiliation(s)
- M Clara P Amorim
- Departamento de Biologia Animal, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal and MARE-Marine and Environmental Sciences Centre, Universidade de Lisboa, Lisboa, Portugal
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7
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Hawkins LA, Saunders BJ, Landero Figueroa MM, McCauley RD, Parnum IM, Parsons MJ, Erbe C. Habitat type drives the spatial distribution of Australian fish chorus diversitya). THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2023; 154:2305-2320. [PMID: 37843381 DOI: 10.1121/10.0021330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 09/24/2023] [Indexed: 10/17/2023]
Abstract
Fish vocalize in association with life functions with many species calling en masse to produce choruses. Monitoring the distribution and behavior of fish choruses provides high-resolution data on fish distribution, habitat use, spawning behavior, and in some circumstances, local abundance. The purpose of this study was to use long-term passive acoustic recordings to obtain a greater understanding of the patterns and drivers of Australian fish chorus diversity at a national scale. This study detected 133 fish choruses from year-long recordings taken at 29 Australian locations with the highest fish chorus diversity identified at a site in the country's northern, tropical waters. A linear model fitted with a generalized least squares regression identified geomorphic feature type, benthic substrate type, and northness (of slope) as explanatory variables of fish chorus diversity. Geomorphic feature type was identified as the significant driver of fish chorus diversity. These results align with broad-scale patterns reported previously in fish biodiversity, fish assemblages, and fish acoustic diversity. This study has highlighted that passive acoustic monitoring of fish chorus diversity has the potential to be used as an indicator of fish biodiversity and to highlight habitats of ecological importance.
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Affiliation(s)
- Lauren Amy Hawkins
- Centre for Marine Science and Technology, Curtin University, Bentley, Western Australia 6102, Australia
| | - Benjamin J Saunders
- School of Molecular and Life Sciences, Curtin University, Bentley, Western Australia 6102, Australia
| | | | - Robert D McCauley
- Centre for Marine Science and Technology, Curtin University, Bentley, Western Australia 6102, Australia
| | - Iain M Parnum
- Centre for Marine Science and Technology, Curtin University, Bentley, Western Australia 6102, Australia
| | - Miles James Parsons
- Australian Institute of Marine Science, Perth, Western Australia 6009, Australia
| | - Christine Erbe
- Centre for Marine Science and Technology, Curtin University, Bentley, Western Australia 6102, Australia
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8
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Jézéquel Y, Bonnel J, Aoki N, Mooney TA. Tank acoustics substantially distort broadband sounds produced by marine crustaceans. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2022; 152:3747. [PMID: 36586829 DOI: 10.1121/10.0016613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
Abstract
Marine crustaceans produce broadband sounds that have been mostly characterized in tanks. While tank physical impacts on such signals are documented in the acoustic community, they are overlooked in the bioacoustic literature with limited empirical comparisons. Here, we compared broadband sounds produced at 1 m from spiny lobsters (Panulirus argus) in both tank and in situ conditions. We found significant differences in all sound features (temporal, power, and spectral) between tank and in situ recordings, highlighting that broadband sounds, such as those produced by marine crustaceans, cannot be accurately characterized in tanks. We then explained the three main physical impacts that distort broadband sounds in tanks, respectively known as resonant frequencies, sound reverberation, and low frequency attenuation. Tank resonant frequencies strongly distort the spectral shape of broadband sounds. In the high frequency band (above the tank minimum resonant frequency), reverberation increases sound duration. In the low frequency band (below the tank minimum resonant frequency), low frequencies are highly attenuated due to their longer wavelength compared to the tank size and tank wall boundary conditions (zero pressure) that prevent them from being accurately measured. Taken together, these results highlight the importance of understanding tank physical impacts when characterizing broadband crustacean sounds.
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Affiliation(s)
- Youenn Jézéquel
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02543, USA
| | - Julien Bonnel
- Applied Ocean Physics and Engineering Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02543, USA
| | - Nadège Aoki
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02543, USA
| | - T Aran Mooney
- Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 02543, USA
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9
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FishSounds version 1.0: A website for the compilation of fish sound production information and recordings. ECOL INFORM 2022. [DOI: 10.1016/j.ecoinf.2022.101953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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10
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Rogers AD, Appeltans W, Assis J, Ballance LT, Cury P, Duarte C, Favoretto F, Hynes LA, Kumagai JA, Lovelock CE, Miloslavich P, Niamir A, Obura D, O'Leary BC, Ramirez-Llodra E, Reygondeau G, Roberts C, Sadovy Y, Steeds O, Sutton T, Tittensor DP, Velarde E, Woodall L, Aburto-Oropeza O. Discovering marine biodiversity in the 21st century. ADVANCES IN MARINE BIOLOGY 2022; 93:23-115. [PMID: 36435592 DOI: 10.1016/bs.amb.2022.09.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
We review the current knowledge of the biodiversity of the ocean as well as the levels of decline and threat for species and habitats. The lack of understanding of the distribution of life in the ocean is identified as a significant barrier to restoring its biodiversity and health. We explore why the science of taxonomy has failed to deliver knowledge of what species are present in the ocean, how they are distributed and how they are responding to global and regional to local anthropogenic pressures. This failure prevents nations from meeting their international commitments to conserve marine biodiversity with the results that investment in taxonomy has declined in many countries. We explore a range of new technologies and approaches for discovery of marine species and their detection and monitoring. These include: imaging methods, molecular approaches, active and passive acoustics, the use of interconnected databases and citizen science. Whilst no one method is suitable for discovering or detecting all groups of organisms many are complementary and have been combined to give a more complete picture of biodiversity in marine ecosystems. We conclude that integrated approaches represent the best way forwards for accelerating species discovery, description and biodiversity assessment. Examples of integrated taxonomic approaches are identified from terrestrial ecosystems. Such integrated taxonomic approaches require the adoption of cybertaxonomy approaches and will be boosted by new autonomous sampling platforms and development of machine-speed exchange of digital information between databases.
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Affiliation(s)
- Alex D Rogers
- REV Ocean, Lysaker, Norway; Nekton Foundation, Begbroke Science Park, Oxford, United Kingdom.
| | - Ward Appeltans
- Intergovernmental Oceanographic Commission of UNESCO, Oostende, Belgium
| | - Jorge Assis
- Centre of Marine Sciences, University of Algarve, Faro, Portugal
| | - Lisa T Ballance
- Marine Mammal Institute, Oregon State University, Newport, OR, United States
| | | | - Carlos Duarte
- King Abdullah University of Science and Technology (KAUST), Red Sea Research Center (RSRC) and Computational Bioscience Research Center (CBRC), Thuwal, Kingdom of Saudi Arabia
| | - Fabio Favoretto
- Autonomous University of Baja California Sur, La Paz, Baja California Sur, Mexico
| | - Lisa A Hynes
- Nekton Foundation, Begbroke Science Park, Oxford, United Kingdom
| | - Joy A Kumagai
- Senckenberg Biodiversity and Climate Research Institute, Frankfurt am Main, Germany
| | - Catherine E Lovelock
- School of Biological Sciences, The University of Queensland, St Lucia, QLD, Australia
| | - Patricia Miloslavich
- Scientific Committee on Oceanic Research (SCOR), College of Earth, Ocean and Environment, University of Delaware, Newark, DE, United States; Departamento de Estudios Ambientales, Universidad Simón Bolívar, Venezuela & Scientific Committee for Oceanic Research (SCOR), Newark, DE, United States
| | - Aidin Niamir
- Senckenberg Biodiversity and Climate Research Institute, Frankfurt am Main, Germany
| | | | - Bethan C O'Leary
- Centre for Ecology & Conservation, College of Life and Environmental Sciences, University of Exeter, Penryn, United Kingdom; Department of Environment and Geography, University of York, York, United Kingdom
| | - Eva Ramirez-Llodra
- REV Ocean, Lysaker, Norway; Nekton Foundation, Begbroke Science Park, Oxford, United Kingdom
| | - Gabriel Reygondeau
- Yale Center for Biodiversity Movement and Global Change, Yale University, New Haven, CT, United States; Nippon Foundation-Nereus Program, Institute for the Oceans and Fisheries, University of British Columbia, Vancouver, BC, Canada
| | - Callum Roberts
- Centre for Ecology & Conservation, College of Life and Environmental Sciences, University of Exeter, Penryn, United Kingdom
| | - Yvonne Sadovy
- School of Biological Sciences, Swire Institute of Marine Science, The University of Hong Kong, Hong Kong
| | - Oliver Steeds
- Nekton Foundation, Begbroke Science Park, Oxford, United Kingdom
| | - Tracey Sutton
- Nova Southeastern University, Halmos College of Natural Sciences and Oceanography, Dania Beach, FL, United States
| | | | - Enriqueta Velarde
- Instituto de Ciencias Marinas y Pesquerías, Universidad Veracruzana, Veracruz, Mexico
| | - Lucy Woodall
- Nekton Foundation, Begbroke Science Park, Oxford, United Kingdom; Department of Zoology, University of Oxford, Oxford, United Kingdom
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11
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Jones IT, D Gray M, Mooney TA. Soundscapes as heard by invertebrates and fishes: Particle motion measurements on coral reefs. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2022; 152:399. [PMID: 35931548 DOI: 10.1121/10.0012579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 06/24/2022] [Indexed: 06/15/2023]
Abstract
Coral reef soundscapes are increasingly studied for their ecological uses by invertebrates and fishes, for monitoring habitat quality, and to investigate effects of anthropogenic noise pollution. Few examinations of aquatic soundscapes have reported particle motion levels and variability, despite their relevance to invertebrates and fishes. In this study, ambient particle acceleration was quantified from orthogonal hydrophone arrays over several months at four coral reef sites, which varied in benthic habitat and fish communities. Time-averaged particle acceleration magnitudes were similar across axes, within 3 dB. Temporal trends of particle acceleration corresponded with those of sound pressure, and the strength of diel trends in both metrics significantly correlated with percent coral cover. Higher magnitude particle accelerations diverged further from pressure values, potentially representing sounds recorded in the near field. Particle acceleration levels were also reported for boat and example fish sounds. Comparisons with particle acceleration derived audiograms suggest the greatest capacity of invertebrates and fishes to detect soundscape components below 100 Hz, and poorer detectability of soundscapes by invertebrates compared to fishes. Based on these results, research foci are discussed for which reporting of particle motion is essential, versus those for which sound pressure may suffice.
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Affiliation(s)
- Ian T Jones
- Biology Department, Woods Hole Oceanographic Institution, 266 Woods Hole Road, Woods Hole, Massachusetts 02543, USA
| | - Michael D Gray
- Institute of Biomedical Engineering, University of Oxford, Oxford, OX3 7LD, United Kingdom
| | - T Aran Mooney
- Biology Department, Woods Hole Oceanographic Institution, 266 Woods Hole Road, Woods Hole, Massachusetts 02543, USA
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12
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Andreas J, Beguš G, Bronstein MM, Diamant R, Delaney D, Gero S, Goldwasser S, Gruber DF, de Haas S, Malkin P, Pavlov N, Payne R, Petri G, Rus D, Sharma P, Tchernov D, Tønnesen P, Torralba A, Vogt D, Wood RJ. Toward understanding the communication in sperm whales. iScience 2022; 25:104393. [PMID: 35663036 PMCID: PMC9160774 DOI: 10.1016/j.isci.2022.104393] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
Machine learning has been advancing dramatically over the past decade. Most strides are human-based applications due to the availability of large-scale datasets; however, opportunities are ripe to apply this technology to more deeply understand non-human communication. We detail a scientific roadmap for advancing the understanding of communication of whales that can be built further upon as a template to decipher other forms of animal and non-human communication. Sperm whales, with their highly developed neuroanatomical features, cognitive abilities, social structures, and discrete click-based encoding make for an excellent model for advanced tools that can be applied to other animals in the future. We outline the key elements required for the collection and processing of massive datasets, detecting basic communication units and language-like higher-level structures, and validating models through interactive playback experiments. The technological capabilities developed by such an undertaking hold potential for cross-applications in broader communities investigating non-human communication and behavioral research.
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Affiliation(s)
- Jacob Andreas
- MIT CSAIL, Cambridge, MA, USA
- Project CETI, New York, NY, USA
| | - Gašper Beguš
- Department of Linguistics, University of California, Berkeley, CA, USA
- Project CETI, New York, NY, USA
| | - Michael M. Bronstein
- Department of Computer Science, University of Oxford, Oxford, UK
- IDSIA, University of Lugano, Lugano, Switzerland
- Twitter, London, UK
- Project CETI, New York, NY, USA
| | - Roee Diamant
- Leon H. Charney School of Marine Sciences, University of Haifa, Haifa, Israel
- Project CETI, New York, NY, USA
| | - Denley Delaney
- Exploration Technology Lab, National Geographic Society, Washington DC, USA
- Project CETI, New York, NY, USA
| | - Shane Gero
- Dominica Sperm Whale Project, Roseau, Commonwealth of Dominica
- Department of Biology, Carleton University, Ottawa, ON, Canada
- Project CETI, New York, NY, USA
| | - Shafi Goldwasser
- Simons Institute for the Theory of Computing, University of California, Berkeley, CA, USA
| | - David F. Gruber
- Department of Natural Sciences, Baruch College and The Graduate Center, PhD Program in Biology, City University of New York, New York, NY, USA
- Project CETI, New York, NY, USA
| | - Sarah de Haas
- Google Research, Mountain View, CA USA
- Project CETI, New York, NY, USA
| | - Peter Malkin
- Google Research, Mountain View, CA USA
- Project CETI, New York, NY, USA
| | | | | | - Giovanni Petri
- ISI Foundation, Turin, Italy
- Project CETI, New York, NY, USA
| | - Daniela Rus
- MIT CSAIL, Cambridge, MA, USA
- Project CETI, New York, NY, USA
| | | | - Dan Tchernov
- Leon H. Charney School of Marine Sciences, University of Haifa, Haifa, Israel
- Project CETI, New York, NY, USA
| | - Pernille Tønnesen
- Marine Bioacoustics Lab, Zoophysiology, Department of Biology, Aarhus University, Aarhus, Denmark
- Project CETI, New York, NY, USA
| | | | - Daniel Vogt
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
- Project CETI, New York, NY, USA
| | - Robert J. Wood
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
- Project CETI, New York, NY, USA
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13
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Combining Passive Acoustics and Environmental Data for Scaling Up Ecosystem Monitoring: A Test on Coral Reef Fishes. REMOTE SENSING 2022. [DOI: 10.3390/rs14102394] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Ecological surveys of coral reefs mostly rely on visual data collected by human observers. Although new monitoring tools are emerging, their specific advantages should be identified to optimise their simultaneous use. Based on the goodness-of-fit of linear models, we compared the potential of passive acoustics and environmental data for predicting the structure of coral reef fish assemblages in different environmental and biogeographic settings. Both data types complemented each other. Globally, the acoustic data showed relatively low added value in predicting fish assemblage structures. The predictions were best for the distribution of fish abundance among functional entities (i.e., proxies for fish functional groups, grouping species that share similar eco-morphological traits), for the simplest functional entities (i.e., combining two eco-morphological traits), and when considering diet and the level in the water column of the species. Our study demonstrates that Passive Acoustic Monitoring (PAM) improves fish assemblage assessment when used in tandem with environmental data compared to using environmental data alone. Such combinations can help with responding to the current conservation challenge by improving our surveying capacities at increased spatial and temporal scales, facilitating the identification and monitoring of priority management areas.
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14
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Darras KF, Pérez N, Dilong L, Hanf-Dressler T, Markolf M, Wanger TC, Cord AF. ecoSound-web: an open-source, online platform for ecoacoustics. F1000Res 2020; 9:1224. [PMID: 33274051 PMCID: PMC7682500 DOI: 10.12688/f1000research.26369.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/10/2023] [Indexed: 03/04/2023] Open
Abstract
Passive acoustic monitoring of soundscapes and biodiversity produces vast amounts of audio recordings, but the management and analyses of these raw data present technical challenges. A multitude of software solutions exist, but none can fulfil all purposes required for the management, processing, navigation, analysis, and dissemination of acoustic data. The field of ecoacoustics needs a software tool that is free, evolving, and accessible. We take a step in that direction and present ecoSound-web: an open-source, online platform for ecoacoustics designed and built by ecologists and software engineers. ecoSound-web can be used for storing, organising, and sharing soundscape projects, manually creating and peer-reviewing annotations of soniferous animals and phonies, analysing audio in time and frequency, computing alpha acoustic indices, and providing reference sound libraries for different taxa. We present ecoSound-web's features, structure, and compare it with similar software. We describe its operation mode and the workflow for typical use cases such as the sampling of bird and bat communities, the use of a primate call library, and the analysis of phonies and acoustic indices. ecoSound-web is available from: https://github.com/ecomontec/ecoSound-web.
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Affiliation(s)
- Kevin F.A. Darras
- Computational Landscape Ecology, TU Dresden, Dresden, Sachsen, 01737, Germany
- Sustainable Agricultural Systems & Engineering Laboratory, School of Engineering, Westlake University, Hangzhou, 310030, China
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
- EFNO, INRAE, Nogent-sur-Vernisson, 46290, France
| | - Noemí Pérez
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
| | - Liu Dilong
- Quality Technology Centre, Nanjing Julong Steel Pipe Co. Ltd, Nanjing, 211800, China
| | - Tara Hanf-Dressler
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
| | - Matthias Markolf
- IUCN SSC Center for Species Survival Cologne Zoo, Cologne Zoo, Cologne, North Rhine-Westphalia, 50735, Germany
- Behavioral Ecology & Sociobiology Unit, German Primate Centre, Göttingen, Niedersachsen, 37077, Germany
| | - Thomas C Wanger
- Sustainable Agricultural Systems & Engineering Laboratory, School of Engineering, Westlake University, Hangzhou, 310030, China
- Key Laboratory of Coastal Environment and Resources of Zhejiang Province, Westlake University, Hangzhou, China
| | - Anna F. Cord
- Agro-Ecological Modeling Group, Institute of Crop Sciences and Resource Conservation, University of Bonn, 53113, Bonn, Germany
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15
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Darras KF, Pérez N, Dilong L, Hanf-Dressler T, Markolf M, Wanger TC, Cord AF. ecoSound-web: an open-source, online platform for ecoacoustics. F1000Res 2020; 9:1224. [PMID: 33274051 PMCID: PMC7682500 DOI: 10.12688/f1000research.26369.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/28/2024] [Indexed: 11/16/2024] Open
Abstract
Passive acoustic monitoring of soundscapes and biodiversity produces vast amounts of audio recordings, but the management and analyses of these raw data present technical challenges. A multitude of software solutions exist, but none can fulfil all purposes required for the management, processing, navigation, and analysis of acoustic data. The field of ecoacoustics needs a software tool that is free, evolving, and accessible. We take a step in that direction and present ecoSound-web: an open-source, online platform for ecoacoustics designed and built by ecologists and software engineers. ecoSound-web can be used for storing, re-sampling, organising, analysing, and sharing soundscape recording or metadata projects. Specifically, it allows manual annotation of soniferous animals and soundscape components, automatic annotation with deep-learning models for all birds and for UK bat species, peer-reviewing annotations, analysing audio in time and frequency dimensions, computing alpha acoustic indices, and providing reference sound libraries for different taxa. We present ecoSound-web's structure and features, and describe its operation for typical use cases such as sampling bird and bat communities, using a primate call library, and the analysis of soundscape components and acoustic indices. ecoSound-web is available from: https://github.com/ecomontec/ecoSound-web.
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Affiliation(s)
- Kevin F.A. Darras
- Computational Landscape Ecology, TU Dresden, Dresden, Sachsen, 01737, Germany
- Sustainable Agricultural Systems & Engineering Laboratory, School of Engineering, Westlake University, Hangzhou, 310030, China
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
- EFNO, INRAE, Nogent-sur-Vernisson, 46290, France
| | - Noemí Pérez
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
| | - Liu Dilong
- Quality Technology Centre, Nanjing Julong Steel Pipe Co. Ltd, Nanjing, 211800, China
| | - Tara Hanf-Dressler
- Agroecology, University of Göttingen, Göttingen, Niedersachsen, 37077, Germany
| | - Matthias Markolf
- IUCN SSC Center for Species Survival Cologne Zoo, Cologne Zoo, Cologne, North Rhine-Westphalia, 50735, Germany
- Behavioral Ecology & Sociobiology Unit, German Primate Centre, Göttingen, Niedersachsen, 37077, Germany
| | - Thomas C Wanger
- Sustainable Agricultural Systems & Engineering Laboratory, School of Engineering, Westlake University, Hangzhou, 310030, China
- Key Laboratory of Coastal Environment and Resources of Zhejiang Province, Westlake University, Hangzhou, China
| | - Anna F. Cord
- Agro-Ecological Modeling Group, Institute of Crop Sciences and Resource Conservation, University of Bonn, 53113, Bonn, Germany
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