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Noda T, Koizumi T, Yukitake N, Yamamoto D, Nakaizumi T, Tanaka K, Okuyama J, Ichikawa K, Hara T. Animal-borne soundscape logger as a system for edge classification of sound sources and data transmission for monitoring near-real-time underwater soundscape. Sci Rep 2024; 14:6394. [PMID: 38493174 PMCID: PMC10944488 DOI: 10.1038/s41598-024-56439-x] [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: 06/16/2023] [Accepted: 03/06/2024] [Indexed: 03/18/2024] Open
Abstract
The underwater environment is filled with various sounds, with its soundscape composed of biological, geographical, and anthropological sounds. Our work focused on developing a novel method to observe and classify these sounds, enriching our understanding of the underwater ecosystem. We constructed a biologging system allowing near-real-time observation of underwater soundscapes. Utilizing deep-learning-based edge processing, this system classifies the sources of sounds, and upon the tagged animal surfacing, it transmits positional data, results of sound source classification, and sensor readings such as depth and temperature. To test the system, we attached the logger to sea turtles (Chelonia mydas) and collected data through a cellular network. The data provided information on the location-specific sounds detected by the sea turtles, suggesting the possibility to infer the distribution of specific species of organisms over time. The data showed that not only biological sounds but also geographical and anthropological sounds can be classified, highlighting the potential for conducting multi-point and long-term observations to monitor the distribution patterns of various sound sources. This system, which can be considered an autonomous mobile platform for oceanographic observations, including soundscapes, has significant potential to enhance our understanding of acoustic diversity.
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Affiliation(s)
| | | | | | | | | | - Kotaro Tanaka
- Japan Fisheries Science and Technology Association, Tokyo, Japan
- Ocean Policy Research Institute of the Sasakawa Peace Foundation, Tokyo, Japan
| | - Junichi Okuyama
- Fisheries Technology Institute, Japan Fisheries Research and Education Agency, Okinawa, Japan
| | - Kotaro Ichikawa
- Field Science Education and Research Center, Kyoto University, Kyoto, Japan
| | - Takeshi Hara
- Japan Fisheries Science and Technology Association, Tokyo, Japan
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Arbel N, Tomarov D, Abadi A, Tur M, Eyal A. Ultrahigh scan-rate quasi-distributed acoustic sensing system using array match interrogation. OPTICS EXPRESS 2022; 30:11647-11659. [PMID: 35473104 DOI: 10.1364/oe.449406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 02/23/2022] [Indexed: 06/14/2023]
Abstract
Inspired by compressed sensing techniques, a method for significantly enhancing the maximum allowable scan rate in quasi-distributed acoustic sensing (Q-DAS) is described and studied. Matching the scan parameters to the interrogated array facilitates orders of magnitude improvement in the scan rate and a corresponding increase in the maximum slew rate (SR) of differential phase variations which can be measured without ambiguity. The method is termed array matched interrogation (AMI). To improve the method's SNR, maximum number of sensing sections and maximum range, the interrogation pulse can be replaced by a perfect periodic autocorrelation (PPA) code. This version of the method is referred to as coded array matched interrogation (C-AMI). The implementation of C-AMI is not trivial and requires special design rules which are derived and tested experimentally. The design rules ensure that the 'folding' of the returning peaks of the Q-DAS array into a scan period, which is much shorter than the fiber's roundtrip time, will not lead to overlaps. The method demonstrated a scan rate of 20 times higher than the common limit and measurement of unprecedented slew-rate of 10.5 ×106 rad/s.
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Jones‐Todd CM, Pirotta E, Durban JW, Claridge DE, Baird RW, Falcone EA, Schorr GS, Watwood S, Thomas L. Discrete-space continuous-time models of marine mammal exposure to Navy sonar. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2022; 32:e02475. [PMID: 34653299 PMCID: PMC9786920 DOI: 10.1002/eap.2475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 02/01/2021] [Accepted: 05/19/2021] [Indexed: 06/13/2023]
Abstract
Assessing the patterns of wildlife attendance to specific areas is relevant across many fundamental and applied ecological studies, particularly when animals are at risk of being exposed to stressors within or outside the boundaries of those areas. Marine mammals are increasingly being exposed to human activities that may cause behavioral and physiological changes, including military exercises using active sonars. Assessment of the population-level consequences of anthropogenic disturbance requires robust and efficient tools to quantify the levels of aggregate exposure for individuals in a population over biologically relevant time frames. We propose a discrete-space, continuous-time approach to estimate individual transition rates across the boundaries of an area of interest, informed by telemetry data collected with uncertainty. The approach allows inferring the effect of stressors on transition rates, the progressive return to baseline movement patterns, and any difference among individuals. We apply the modeling framework to telemetry data from Blainville's beaked whale (Mesoplodon densirostris) tagged in the Bahamas at the Atlantic Undersea Test and Evaluation Center (AUTEC), an area used by the U.S. Navy for fleet readiness training. We show that transition rates changed as a result of exposure to sonar exercises in the area, reflecting an avoidance response. Our approach supports the assessment of the aggregate exposure of individuals to sonar and the resulting population-level consequences. The approach has potential applications across many applied and fundamental problems where telemetry data are used to characterize animal occurrence within specific areas.
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Affiliation(s)
| | - Enrico Pirotta
- Department of Mathematics and StatisticsWashington State University14204 NE Salmon Creek AvenueVancouverWashington98686USA
- School of Biological, Earth and Environmental SciencesUniversity College CorkNorth MallDistillery FieldsCorkT23 N73KIreland
- Centre for Research into Ecological and Environmental ModellingThe ObservatoryUniversity of St AndrewsSt AndrewsKY16 9LZUK
| | - John W. Durban
- Southall Environmental Associates Inc.9099 Soquel Drive, Suite 8AptosCalifornia95003USA
| | - Diane E. Claridge
- Bahamas Marine Mammal Research OrganizationMarsh HarbourAbacoBahamas
| | - Robin W. Baird
- Cascadia Research Collective218 ½ W. 4th AvenueOlympiaWashington98501USA
| | - Erin A. Falcone
- Marine Ecology and Telemetry Research2420 Nellita Road NWSeabeckWashington98380USA
| | - Gregory S. Schorr
- Marine Ecology and Telemetry Research2420 Nellita Road NWSeabeckWashington98380USA
| | - Stephanie Watwood
- Naval Undersea Warfare Center DivisionCode 70TNewportRhode Island02841USA
| | - Len Thomas
- Centre for Research into Ecological and Environmental ModellingThe ObservatoryUniversity of St AndrewsSt AndrewsKY16 9LZUK
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Vieira M, Fonseca PJ, Amorim MCP. Fish sounds and boat noise are prominent soundscape contributors in an urban European estuary. MARINE POLLUTION BULLETIN 2021; 172:112845. [PMID: 34399275 DOI: 10.1016/j.marpolbul.2021.112845] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 08/05/2021] [Accepted: 08/08/2021] [Indexed: 06/13/2023]
Abstract
Passive acoustic monitoring is a valuable tool for non-intrusive monitoring of marine environments, also allowing the assessment of underwater noise that can negatively affect marine organisms. Here we provide for the first time, an assessment of noise levels and temporal soundscape patterns for a European estuary. We used several eco-acoustics methodologies to characterize the data collected over six weeks within May 2016 - July 2017 from Tagus estuary. Biophony was the major contributor dominated by fish vocalizations and the main driver for seasonal patterns. Maritime traffic was the major source of anthropogenic noise, with daily patterns monitored using 1584 Hz third-octave band level. This indicator avoided biophony and geophony, unlike other indicators proposed for the EU Marine Strategy Framework Directive. Furthermore, the frequency overlap between anthropophony and biophony demands precautionary actions and calls for further research. This study provides an assessment that will be useful for future monitoring and management strategies.
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Affiliation(s)
- Manuel Vieira
- Departamento de Biologia Animal and cE3c - Centre for Ecology, Evolution and Environmental Changes, Faculdade de Ciências, Universidade de Lisboa, Lisbon, Portugal; MARE_Marine and Environmental Sciences Centre, ISPA, Instituto Universitário, Lisbon, Portugal.
| | - Paulo J Fonseca
- Departamento de Biologia Animal and cE3c - Centre for Ecology, Evolution and Environmental Changes, Faculdade de Ciências, Universidade de Lisboa, Lisbon, Portugal
| | - M Clara P Amorim
- MARE_Marine and Environmental Sciences Centre, ISPA, Instituto Universitário, Lisbon, Portugal
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Acoustic Pressure, Particle Motion, and Induced Ground Motion Signals from a Commercial Seismic Survey Array and Potential Implications for Environmental Monitoring. JOURNAL OF MARINE SCIENCE AND ENGINEERING 2021. [DOI: 10.3390/jmse9060571] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
An experimental marine seismic source survey off the northwest Australian coast operated a 2600 cubic inch (41.6 l) airgun array, every 5.88 s, along six lines at a northern site and eight lines at a southern site. The airgun array was discharged 27,770 times with 128,313 pressure signals, 38,907 three-axis particle motion signals, and 17,832 ground motion signals recorded. Pressure and ground motion were accurately measured at horizontal ranges from 12 m. Particle motion signals saturated out to 1500 m horizontal range (50% of signals saturated at 230 and 590 m at the northern and southern sites, respectively). For unsaturated signals, sound exposure levels (SEL) correlated with measures of sound pressure level and water particle acceleration (r2= 0.88 to 0.95 at northern site and 0.97 at southern) and ground acceleration (r2= 0.60 and 0.87, northern and southern sites, respectively). The effective array source level was modelled at 247 dB re 1µPa m peak-to-peak, 231 dB re 1 µPa2 m mean-square, and 228 dB re 1 µPa2∙m2 s SEL at 15° below the horizontal. Propagation loss ranged from −29 to −30log10 (range) at the northern site and −29 to −38log10(range) at the southern site, for pressure measures. These high propagation losses are due to near-surface limestone in the seabed of the North West Shelf.
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Putland RL, Montgomery JC, Radford CA. Ecology of fish hearing. JOURNAL OF FISH BIOLOGY 2019; 95:39-52. [PMID: 30447064 DOI: 10.1111/jfb.13867] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Accepted: 11/13/2018] [Indexed: 05/15/2023]
Abstract
Underwater sound is directional and can convey important information about the surrounding environment or the animal emitting the sound. Therefore, sound is a major sensory channel for fishes and plays a key role in many life-history strategies. The effect of anthropogenic noise on aquatic life, which may be causing homogenisation or fragmentation of biologically important signals underwater is of growing concern. In this review we discuss the role sound plays in the ecology of fishes, basic anatomical and physiological adaptations for sound reception and production, the effects of anthropogenic noise and how fishes may be coping to changes in their environment, to put the ecology of fish hearing into the context of the modern underwater soundscape.
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Affiliation(s)
- Rosalyn L Putland
- Leigh Marine Laboratory, Institute of Marine Science, University of Auckland, Auckland, New Zealand
- Department of Biology, Swenson Science Building, University of Minnesota Duluth, Duluth, Minnesota, USA
| | - John C Montgomery
- Leigh Marine Laboratory, Institute of Marine Science, University of Auckland, Auckland, New Zealand
| | - Craig A Radford
- Leigh Marine Laboratory, Institute of Marine Science, University of Auckland, Auckland, New Zealand
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Wang ZT, Akamatsu T, Nowacek DP, Yuan J, Zhou L, Lei PY, Li J, Duan PX, Wang KX, Wang D. Soundscape of an Indo-Pacific humpback dolphin (Sousa chinensis) hotspot before windfarm construction in the Pearl River Estuary, China: Do dolphin engage in noise avoidance and passive eavesdropping behavior? MARINE POLLUTION BULLETIN 2019; 140:509-522. [PMID: 30803672 DOI: 10.1016/j.marpolbul.2019.02.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2018] [Revised: 02/06/2019] [Accepted: 02/06/2019] [Indexed: 06/09/2023]
Abstract
Soundscapes are vital to acoustically specialized animals. Using passive acoustic monitoring data, the temporal and spectral variations in the soundscape of a Chinese white dolphin hotspot were analyzed. By cluster analysis, the 1/3 octave band power spectrum can be grouped into three bands with median overall contribution rates of 35.24, 14.14 and 30.61%. Significant diel and tidal soundscape variations were observed with a generalized linear model. Temporal patterns and frequency ranges of middle frequency band sound matched well with those of fish vocalization, indicating that fish might serve as a signal source. Dolphin sounds were mainly detected in periods involving low levels of ambient sound and without fish vocalization, which could reflect noise avoidance and passive eavesdropping behaviors engaged in by the predator. Pre-construction data can be used to assess the effects of offshore windfarms on acoustic environments and aquatic animals by comparing them with the soundscape of postconstruction and/or postmitigation.
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Affiliation(s)
- Zhi-Tao Wang
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China
| | - Tomonari Akamatsu
- National Research Institute of Fisheries Science, Fisheries Research and Development Agency, Fukuura, Kanagawa 236-8648, Japan
| | - Douglas P Nowacek
- Nicholas School of the Environment, Duke University Marine Laboratory, Beaufort, NC 28516, USA; Pratt School of Engineering, Duke University, Durham, NC 27708, USA
| | - Jing Yuan
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China; University of Chinese Academy of Sciences, Beijing 100039, PR China
| | - Lu Zhou
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China; University of Chinese Academy of Sciences, Beijing 100039, PR China
| | - Pei-Yu Lei
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China; University of Chinese Academy of Sciences, Beijing 100039, PR China
| | - Jiao Li
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China; University of Chinese Academy of Sciences, Beijing 100039, PR China
| | - Peng-Xiang Duan
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China
| | - Ke-Xiong Wang
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China.
| | - Ding Wang
- The Key Laboratory of Aquatic Biodiversity and Conservation of the Chinese Academy of Sciences, Institute of Hydrobiology of the Chinese Academy of Sciences, Wuhan 430072, PR China.
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González-Delgado S, Hernández JC. The Importance of Natural Acidified Systems in the Study of Ocean Acidification: What Have We Learned? ADVANCES IN MARINE BIOLOGY 2018; 80:57-99. [PMID: 30368306 DOI: 10.1016/bs.amb.2018.08.001] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Human activity is generating an excess of atmospheric CO2, resulting in what we know as ocean acidification, which produces changes in marine ecosystems. Until recently, most of the research in this area had been done under small-scale, laboratory conditions, using few variables, few species and few life cycle stages. These limitations raise questions about the reproducibility of the environment and about the importance of indirect effects and synergies in the final results of these experiments. One way to address these experimental problems is by conducting studies in situ, in natural areas where expected future pH conditions already occur, such as CO2 vent systems. In the present work, we compile and discuss the latest research carried out in these natural laboratories, with the objective to summarize their advantages and disadvantages for research to improve these investigations so they can better help us understand how the oceans of the future will change.
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Affiliation(s)
- Sara González-Delgado
- Marine Community Ecology and Climate Change, Departamento de Biología Animal, Edafología y Geología, Facultad de Ciencias (Biología), Universidad de La Laguna, Tenerife, Canary Islands, Spain
| | - José Carlos Hernández
- Marine Community Ecology and Climate Change, Departamento de Biología Animal, Edafología y Geología, Facultad de Ciencias (Biología), Universidad de La Laguna, Tenerife, Canary Islands, Spain.
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Abstract
People have an enduring fascination with the biology of the oceans. When the BBC's 'Blue Planet' series first aired on British television almost a quarter of the nation tuned in. As the diversity of science in this special issue of Current Biology attests, the ocean presents a challenging environment for study while also exhibiting some of the most profound and disruptive symptoms of global change. Marine science has made major advances in the past few decades, which were primarily made possible through important technological innovations. This progress notwithstanding, there are persistent challenges in achieving an understanding of marine processes at appropriate scales and delivering meaningful insights to guide ocean policy and management. Naturally, the examples chosen below betray my ecological leanings, but I hope that many of the issues raised resonate with readers in many different disciplines.
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Affiliation(s)
- Peter J Mumby
- Marine Spatial Ecology Lab, School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies, The University of Queensland, St. Lucia, QLD 4072, Australia.
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