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Lin TH, Akamatsu T, Tsao Y. Sensing ecosystem dynamics via audio source separation: A case study of marine soundscapes off northeastern Taiwan. PLoS Comput Biol 2021; 17:e1008698. [PMID: 33600436 PMCID: PMC7891715 DOI: 10.1371/journal.pcbi.1008698] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 01/12/2021] [Indexed: 11/28/2022] Open
Abstract
Remote acquisition of information on ecosystem dynamics is essential for conservation management, especially for the deep ocean. Soundscape offers unique opportunities to study the behavior of soniferous marine animals and their interactions with various noise-generating activities at a fine temporal resolution. However, the retrieval of soundscape information remains challenging owing to limitations in audio analysis techniques that are effective in the face of highly variable interfering sources. This study investigated the application of a seafloor acoustic observatory as a long-term platform for observing marine ecosystem dynamics through audio source separation. A source separation model based on the assumption of source-specific periodicity was used to factorize time-frequency representations of long-duration underwater recordings. With minimal supervision, the model learned to discriminate source-specific spectral features and prove to be effective in the separation of sounds made by cetaceans, soniferous fish, and abiotic sources from the deep-water soundscapes off northeastern Taiwan. Results revealed phenological differences among the sound sources and identified diurnal and seasonal interactions between cetaceans and soniferous fish. The application of clustering to source separation results generated a database featuring the diversity of soundscapes and revealed a compositional shift in clusters of cetacean vocalizations and fish choruses during diurnal and seasonal cycles. The source separation model enables the transformation of single-channel audio into multiple channels encoding the dynamics of biophony, geophony, and anthropophony, which are essential for characterizing the community of soniferous animals, quality of acoustic habitat, and their interactions. Our results demonstrated the application of source separation could facilitate acoustic diversity assessment, which is a crucial task in soundscape-based ecosystem monitoring. Future implementation of soundscape information retrieval in long-term marine observation networks will lead to the use of soundscapes as a new tool for conservation management in an increasingly noisy ocean.
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Affiliation(s)
- Tzu-Hao Lin
- Biodiversity Research Center, Academia Sinica, Taipei, Taiwan (R.O.C)
| | - Tomonari Akamatsu
- The Ocean Policy Research Institute, The Sasakawa Peace Foundation, Tokyo, Japan
| | - Yu Tsao
- Research Center for Information Technology Innovation, Academia Sinica, Taipei, Taiwan (R.O.C)
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Carr H, Abas M, Boutahar L, Caretti ON, Chan WY, Chapman ASA, de Mendonça SN, Engleman A, Ferrario F, Simmons KR, Verdura J, Zivian A. The Aichi Biodiversity Targets: achievements for marine conservation and priorities beyond 2020. PeerJ 2020; 8:e9743. [PMID: 33391861 PMCID: PMC7759131 DOI: 10.7717/peerj.9743] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Accepted: 07/27/2020] [Indexed: 11/20/2022] Open
Abstract
In 2010 the Conference of the Parties (COP) for the Convention on Biological Diversity revised and updated a Strategic Plan for Biodiversity 2011–2020, which included the Aichi Biodiversity Targets. Here a group of early career researchers mentored by senior scientists, convened as part of the 4th World Conference on Marine Biodiversity, reflects on the accomplishments and shortfalls under four of the Aichi Targets considered highly relevant to marine conservation: target 6 (sustainable fisheries), 11 (protection measures), 15 (ecosystem restoration and resilience) and 19 (knowledge, science and technology). We conclude that although progress has been made towards the targets, these have not been fully achieved for the marine environment by the 2020 deadline. The progress made, however, lays the foundations for further work beyond 2020 to work towards the 2050 Vision for Biodiversity. We identify key priorities that must be addressed to better enable marine biodiversity conservation efforts moving forward.
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Affiliation(s)
- Hannah Carr
- The Joint Nature Conservation Committee, Peterborough, Cambridgeshire, UK
| | - Marina Abas
- Departamento de Ciencias Marinas y Costeras, Universidad Autónoma de Baja California Sur, La Paz, Baja California Sur, Mexico
| | - Loubna Boutahar
- BioBio Research Center, BioEcoGen Laboratory, Faculty of Sciences, Mohammed V University in Rabat, Rabat, Morocco.,Laboratorío de Biología Marina, Departamento de Zoología, Universidad de Sevilla, Sevilla, Spain
| | - Olivia N Caretti
- Department of Marine, Earth, & Atmospheric Sciences, North Carolina State University, Raleigh, NC, USA
| | - Wing Yan Chan
- Australian Institute of Marine Science, Townsville, QLD, Australia.,School of BioSciences, University of Melbourne, Melbourne, VIC, Australia
| | - Abbie S A Chapman
- School of Ocean and Earth Science, University of Southampton, Southampton, Hampshire, UK.,Centre for Biodiversity and Environment Research, University College London, London, UK
| | | | - Abigail Engleman
- Department of Biological Sciences, Florida State University, Tallahassee, FL, USA
| | - Filippo Ferrario
- Québec-Ocean and Département de Biologie, Université Laval, Québec, QC, Canada
| | - Kayelyn R Simmons
- Department of Marine, Earth, & Atmospheric Sciences, North Carolina State University, Raleigh, NC, USA
| | - Jana Verdura
- Institut d'Ecologia Aquàtica, Facultat de Ciències, Universitat de Girona, Girona, Spain
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Tassetti AN, Minelli A, Ferrà C, Guicciardi S, Gaetani A, Fabi G. An integrated approach to assess fish spatial pattern around offshore gas platforms: A pilot study in the Adriatic Sea. MARINE ENVIRONMENTAL RESEARCH 2020; 162:105100. [PMID: 32841916 DOI: 10.1016/j.marenvres.2020.105100] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 07/18/2020] [Accepted: 08/03/2020] [Indexed: 06/11/2023]
Abstract
Research on abundance and composition of fish assemblages surrounding offshore extraction platforms is essential to evaluate their impact as well as to understand relationships between natural and artificial habitats. Also decommissioning practice, which belongs to the lifecycle of these structures, can be encouraged or discouraged if fish school behaviour in the close proximity of the platform is well understood. With thousands of platforms to be decommissioned around the world in coming decades, understanding such dynamic interactions is key to improve spatial management of marine ecosystems. In this context, this study drafts a work plan that can be used to investigate fish presence and abundance, school movement and qualitative species composition around a platform over long time periods. It integrates fishing captures, multibeam echosounder (MBES) investigations, and drop camera shootings to overcome the limitations of the individual methods. Monthly samplings were conducted at a three-leg gas extraction platform placed at ~80 m depth in the central Adriatic Sea, for one year after its installation. MBES completely insonified the studied area, providing data on school shape, volume, surface area and position throughout the water column. Fishing captures were useful for MBES targets' identification by measuring the presence/abundance of nekto-benthic and pelagic species both in the nearby of the structure and in the open sea, while drop camera shootings added evidence of a few species in close proximity to the poles, which were not censused by the other methods. Results underlined the strong attraction exerted by the platform and the significant influence of the explanatory variable distance on the schools' nominal volume.
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Affiliation(s)
- Anna Nora Tassetti
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy
| | - Annalisa Minelli
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy.
| | - Carmen Ferrà
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy
| | - Stefano Guicciardi
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy
| | - Annalisa Gaetani
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy
| | - Gianna Fabi
- National Research Council (CNR), Institute for Biological Resources and Marine Biotechnologies (IRBIM), Ancona, Italy
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Suter L, Polanowski AM, Clarke LJ, Kitchener JA, Deagle BE. Capturing open ocean biodiversity: Comparing environmental DNA metabarcoding to the continuous plankton recorder. Mol Ecol 2020; 30:3140-3157. [PMID: 32767849 DOI: 10.1111/mec.15587] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 06/24/2020] [Accepted: 07/29/2020] [Indexed: 12/20/2022]
Abstract
Environmental DNA (eDNA) metabarcoding is emerging as a novel, objective tool for monitoring marine metazoan biodiversity. Zooplankton biodiversity in the vast open ocean is currently monitored through continuous plankton recorder (CPR) surveys, using ship-based bulk plankton sampling and morphological identification. We assessed whether eDNA metabarcoding (2 L filtered seawater) could capture similar Southern Ocean zooplankton biodiversity as conventional CPR bulk sampling (~1,500 L filtered seawater per CPR sample). We directly compared eDNA metabarcoding with (a) conventional morphological CPR sampling and (b) bulk DNA metabarcoding of CPR collected plankton (two transects for each comparison, 40 and 44 paired samples, respectively). A metazoan-targeted cytochrome c oxidase I (COI) marker was used to characterize species-level diversity. In the 2 L seawater eDNA samples, this marker amplified large amounts of non-metazoan picoplanktonic algae, but eDNA metabarcoding still detected up to 1.6 times more zooplankton species than morphologically analysed bulk CPR samples. COI metabarcoding of bulk DNA samples mostly avoided nonmetazoan amplifications and recovered more zooplankton species than eDNA metabarcoding. However, eDNA metabarcoding detected roughly two thirds of metazoan species and identified similar taxa contributing to community differentiation across the subtropical front separating transects. We observed a diurnal pattern in eDNA data for copepods which perform diel vertical migrations, indicating a surprisingly short temporal eDNA signal. Compared to COI, a eukaryote-targeted 18S ribosomal RNA marker detected a higher proportion, but lower diversity, of metazoans in eDNA. With refinement and standardization of methodology, eDNA metabarcoding could become an efficient tool for monitoring open ocean biodiversity.
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Affiliation(s)
- Leonie Suter
- Australian Antarctic Division, Department of Agriculture, Water and the Environment, Kingston, Tas., Australia
| | - Andrea Maree Polanowski
- Australian Antarctic Division, Department of Agriculture, Water and the Environment, Kingston, Tas., Australia
| | - Laurence John Clarke
- Australian Antarctic Division, Department of Agriculture, Water and the Environment, Kingston, Tas., Australia.,Institute of Marine and Antarctic Studies, University of Tasmania, Hobart, Tas., Australia
| | - John Andrew Kitchener
- Australian Antarctic Division, Department of Agriculture, Water and the Environment, Kingston, Tas., Australia
| | - Bruce Emerson Deagle
- Australian Antarctic Division, Department of Agriculture, Water and the Environment, Kingston, Tas., Australia.,Commonwealth Scientific and Industrial Research Organisation, Battery Point, Tas., Australia
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Abstract
Fish stock monitoring is an important element for the sustainable management of inland water resources. A scarcity of data and the lack of systematic monitoring for Lake Trichonis precludes an up-to-date assessment. To assess the current status of pelagic fish stock, a hydroacousting survey was conducted for the first time in Lake Trichonis, Greece. In October 2019, the lake was acoustically surveyed with two, horizontally and vertically mounted, 120 kHz transducers during day and night. A decreasing gradient in pelagic fish density from the western to the eastern shores of the lake was observed. Fish density was significantly higher in the intermediate layers of the water column, in the eastern region, compared to the western region. The lake appears to host primarily communities of small-sized fish (TL: 0–5 cm), whereas larger fish (TL: 5–50 cm) are a small minority of the total fish stock. The overall average estimated fish length was approximately 2.4 cm. The adoption of routine inland fish stock monitoring through hydroacoustic methods could be a promising step in the effort to improve the understanding of unique inland water ecosystems with minimum impact on endemic species, as well as to mitigate human impact and achieve long-term sustainable management.
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Xu NW, Dabiri JO. Low-power microelectronics embedded in live jellyfish enhance propulsion. SCIENCE ADVANCES 2020; 6:eaaz3194. [PMID: 32064355 PMCID: PMC6989144 DOI: 10.1126/sciadv.aaz3194] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 11/22/2019] [Indexed: 05/29/2023]
Abstract
Artificial control of animal locomotion has the potential to simultaneously address longstanding challenges to actuation, control, and power requirements in soft robotics. Robotic manipulation of locomotion can also address previously inaccessible questions about organismal biology otherwise limited to observations of naturally occurring behaviors. Here, we present a biohybrid robot that uses onboard microelectronics to induce swimming in live jellyfish. Measurements demonstrate that propulsion can be substantially enhanced by driving body contractions at an optimal frequency range faster than natural behavior. Swimming speed can be enhanced nearly threefold, with only a twofold increase in metabolic expenditure of the animal and 10 mW of external power input to the microelectronics. Thus, this biohybrid robot uses 10 to 1000 times less external power per mass than other aquatic robots reported in literature. This capability can expand the performance envelope of biohybrid robots relative to natural animals for applications such as ocean monitoring.
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Affiliation(s)
- Nicole W. Xu
- Department of Bioengineering, School of Engineering and School of Medicine, Stanford University, Stanford, CA 94305, USA
| | - John O. Dabiri
- Department of Civil and Environmental Engineering, School of Engineering, Stanford University, Stanford, CA 94305, USA
- Department of Mechanical Engineering, School of Engineering, Stanford University, Stanford, CA 94305, USA
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Rowell TJ, Aburto-Oropeza O, Cota-Nieto JJ, Steele MA, Erisman BE. Reproductive behaviour and concurrent sound production of Gulf grouper Mycteroperca jordani (Epinephelidae) at a spawning aggregation site. JOURNAL OF FISH BIOLOGY 2019; 94:277-296. [PMID: 30561025 DOI: 10.1111/jfb.13888] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2018] [Accepted: 12/12/2018] [Indexed: 06/09/2023]
Abstract
The reproductive and acoustic behaviours of Gulf grouper Mycteroperca jordani were studied at a spawning aggregation site in the southern Gulf of California, México. In May 2015-2017, divers located and surveyed a spawning aggregation site within Cabo Pulmo National Park. Adult M. jordani conformed to a lek mating system in which large males formed territories over sand adjacent to a rocky reef that were spatially segregated from smaller females outside of courtship and spawning periods. Females moved into male territories during evening hours to spawn. Male courtship behaviours targeted a single female, included head shakes and burst rises and preceded pair spawning prior to sunset. Males and females displayed three shared colour phases, but four phases were sex-specific. During evening hours, courtship and spawning, both sexes exhibited sexual dichromatism concurrent with reproductive behaviours. The pair-spawning mating system and observations of bimodal size distributions by sex support previous claims of protogyny in the species. Males produced sounds during territorial patrols, courtship and spawning rushes, which corroborated the importance of acoustic communication within the behavioural repertoire associated with spawning. Long-term acoustic monitoring revealed increases in total sounds detected day-1 from March through June with diel increases (e.g., evenings) that may be indicative of the spawning season. Observations of spawning on 12 consecutive evenings in May 2017 coupled with extended periods of sound production suggest that spawning does not follow a lunar rhythm. This first description of the mating system and sounds of the endangered M. jordani facilitates future development of seasonal and areal protections to restore and manage the species.
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Affiliation(s)
- Timothy J Rowell
- Marine Biology Research Division, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Octavio Aburto-Oropeza
- Marine Biology Research Division, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Juan J Cota-Nieto
- Centro Para la Biodiversidad Marina y Conservación A.C., La Paz, Mexico
| | - Mark A Steele
- Department of Biology, California State University Northridge, Northridge, California, USA
| | - Brad E Erisman
- Marine Science Institute, The University of Texas at Austin, Port Aransas, Texas, USA
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