1
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Shajahan N, Halliday WD, Barclay DR, Melling H, Neimi A, Insley SJ. Wind-driven ambient noise characteristics in the Western Canadian arctic. JASA EXPRESS LETTERS 2025; 5:026001. [PMID: 39898858 DOI: 10.1121/10.0035591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Accepted: 01/16/2025] [Indexed: 02/04/2025]
Abstract
An analysis of ambient noise data collected from seven locations in the western Canadian Arctic at varying depths (30-350 m) during ice-free seasons over a period of five years (2018-2022) has been conducted. The measured noise level correlates well with wind speed after the removal of contaminated (sources other than wind) noise data. The characteristics of wind noise are predicted by fitting a multi-parameter empirical model to data. Results from the model are compared with existing empirical wind noise models and validated using data collected from one of the measurement locations.
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Affiliation(s)
- Najeem Shajahan
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- School of Earth and Ocean Sciences, University of Victoria, Victoria, British Columbia, V8P 3E6, Canada
| | - William D Halliday
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- School of Earth and Ocean Sciences, University of Victoria, Victoria, British Columbia, V8P 3E6, Canada
| | - David R Barclay
- Department of Oceanography, Dalhousie University, Halifax, Nova Scotia, B3H 4R2, Canada
| | - Humfrey Melling
- Institute of Ocean Sciences, Sidney, British Columbia, V8L 4B2, Canada
| | - Andrea Neimi
- Freshwater Institute, Fisheries and Oceans Canada, Winnipeg, Manitoba, R3T 2N6, Canada
| | - Stephen J Insley
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- Department of Biology, University of Victoria, Victoria, British Columbia, V8P 3E6, , , , , ,
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2
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Mattmüller RM, Thomisch K, Hoffman JI, Van Opzeeland I. Characterizing offshore polar ocean soundscapes using ecoacoustic intensity and diversity metrics. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231917. [PMID: 39144498 PMCID: PMC11323090 DOI: 10.1098/rsos.231917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 05/08/2024] [Accepted: 06/24/2024] [Indexed: 08/16/2024]
Abstract
Polar offshore environments are considered the last pristine soundscapes, but accelerating climate change and increasing human activity threaten their integrity. In order to assess the acoustic state of polar oceans, there is the need to investigate their soundscape characteristics more holistically. We apply a set of 14 ecoacoustic metrics (EAMs) to identify which metrics are best suited to reflect the characteristics of disturbed and naturally intact polar offshore soundscapes. We used two soundscape datasets: (i) the Arctic eastern Fram Strait (FS), which is already impacted by anthropogenic noise, and (ii) the quasi-pristine Antarctic Weddell Sea (WS). Our results show that EAMs when applied in concert can be used to quantitatively assess soundscape variability, enabling the appraisal of marine soundscapes over broad spatiotemporal scales. The tested set of EAMs was able to show that the eastern FS, which is virtually free from sea ice, lacks seasonal soundscape dynamics and exhibits low acoustic complexity owing to year-round wind-mediated sounds and anthropogenic noise. By contrast, the WS exhibits pronounced seasonal soundscape dynamics with greater soundscape heterogeneity driven in large part by the vocal activity of marine mammal communities, whose composition in turn varies with the prevailing seasonal sea ice conditions.
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Affiliation(s)
- Ramona M. Mattmüller
- Department of Evolutionary Population Genetics, Faculty of Biology, Bielefeld University, Bielefeld33615, Germany
- Department of Animal Behaviour, Bielefeld University, Bielefeld33615, Germany
- Ocean Acoustics Group, Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI), Bremerhaven27570, Germany
| | - Karolin Thomisch
- Ocean Acoustics Group, Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI), Bremerhaven27570, Germany
| | - Joseph I. Hoffman
- Department of Evolutionary Population Genetics, Faculty of Biology, Bielefeld University, Bielefeld33615, Germany
- Department of Animal Behaviour, Bielefeld University, Bielefeld33615, Germany
- Center for Biotechnology (CeBiTec), Faculty of Biology, Bielefeld University, Bielefeld33615, Germany
- British Antarctic Survey, High Cross, Madingley Road, Cambridge, CB3 OET, UK
- Joint Institute for Individualisation in a Changing Environment (JICE), Bielefeld University and University of Münster, Bielefeld33615, Germany
| | - Ilse Van Opzeeland
- Ocean Acoustics Group, Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI), Bremerhaven27570, Germany
- Helmholtz Institute for Functional Marine Biodiversity (HIFMB), Carl von Ossietzky University Oldenburg, Oldenburg26129, Germany
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3
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Dingwall JT, Halliday WD, Diogou N, Niemi A, Steiner N, Insley SJ. The Arctic marine soundscape of the Amundsen Gulf, Western Canadian Arctic. MARINE POLLUTION BULLETIN 2024; 204:116510. [PMID: 38805977 DOI: 10.1016/j.marpolbul.2024.116510] [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: 04/01/2024] [Revised: 05/08/2024] [Accepted: 05/16/2024] [Indexed: 05/30/2024]
Abstract
The underwater soundscape, a habitat component for Arctic marine mammals, is shifting. We examined the drivers of the underwater soundscape at three sites in the Amundsen Gulf, Northwest Territories, Canada from 2018 to 2019 and estimated the contribution of abiotic and biotic sources between 20 Hz and 24 kHz. Higher wind speeds and the presence of bearded seal (Erignathus barbatus) vocalizations led to increased SPL (0.41 dB/km/h and 3.87 dB, respectively), while higher ice concentration and air temperature led to decreased SPL (-0.39 dB/% and - 0.096 dB/°C, respectively). Other marine mammals did not significantly impact the ambient soundscape. The presence of vessel traffic led to increased SPLs (12.37 dB) but was quieter at distances farther from the recorder (-2.57 dB/log m). The presence of high frequency and broadband signals produced by ice led to increased SPLs (7.60 dB and 10.16 dB, respectively).
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Affiliation(s)
- Jacob T Dingwall
- School of Earth and Ocean Science, University of Victoria, Victoria, British Columbia, Canada; Department of Biology, University of Victoria, Victoria, British Columbia, Canada
| | - William D Halliday
- School of Earth and Ocean Science, University of Victoria, Victoria, British Columbia, Canada; Wildlife Conservation Society Canada, Whitehorse, Yukon, Canada
| | - Nikoletta Diogou
- School of Earth and Ocean Science, University of Victoria, Victoria, British Columbia, Canada; Wildlife Conservation Society Canada, Whitehorse, Yukon, Canada
| | - Andrea Niemi
- Freshwater Institute, Fisheries and Oceans Canada, Winnipeg, Manitoba, Canada
| | - Nadja Steiner
- School of Earth and Ocean Science, University of Victoria, Victoria, British Columbia, Canada; Institute of Ocean Sciences, Fisheries and Oceans Canada, Sidney, BC, Canada
| | - Stephen J Insley
- Department of Biology, University of Victoria, Victoria, British Columbia, Canada; Wildlife Conservation Society Canada, Whitehorse, Yukon, Canada
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4
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Shajahan N, Halliday WD, Dawson J, Maksagak I, Weese K, Melling H, Niemi A, Vagle S, Williams B, Insley SJ. Opportunistic ship source level measurements in the Western Canadian Arctica). THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2024; 155:3807-3821. [PMID: 38869371 DOI: 10.1121/10.0026361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 05/30/2024] [Indexed: 06/14/2024]
Abstract
Increased ship traffic due to climate change increases underwater noise in the Arctic. Therefore, accurate measurements of underwater radiated noise are necessary to map marine sound and quantify shipping's impact on the Arctic ecosystem. This paper presents a method to calculate opportunistic source levels (SLs) using passive acoustic data collected at six locations in the Western Canadian Arctic from 2018 to 2022. Based on Automatic Identification System data, acoustic data, and a hybrid sound propagation model, the SLs of individual ships were calculated within a 5 km radius of each measurement site. A total of 66 measurements were obtained from 11 unique vessels, with multiple measurements from the same vessel type contributing more SLs. For vessels with propeller cavitation, measured SLs correlated positively with vessel parameters, such as speed and length. SL and speed did not correlate well for vessels without propeller cavitation. The JOMOPANS-ECHO SL model produced good agreement with measured SL for certain ship types (container ships, a tanker, and a passenger vessel). However, significant differences between measurement and model are evident for certain polar-class ships that travel in the Arctic, indicating that more controlled SL measurements are needed.
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Affiliation(s)
- Najeem Shajahan
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- School of Earth and Ocean Sciences, University of Victoria, Victoria, British Columbia, V8P 3E6, Canada
| | - William D Halliday
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- School of Earth and Ocean Sciences, University of Victoria, Victoria, British Columbia, V8P 3E6, Canada
| | - Jackie Dawson
- Department of Geography, Environment, and Geomatics, University of Ottawa, Ottawa, Ontario, K1S 5B6, Canada
| | - Ivor Maksagak
- Ekaluktutiak Hunters and Trappers Organization, Cambridge Bay, Nunavut, X0B 0C0, Canada
| | - Kyle Weese
- Ekaluktutiak Hunters and Trappers Organization, Cambridge Bay, Nunavut, X0B 0C0, Canada
| | - Humfrey Melling
- Institute of Ocean Sciences, Sidney, British Columbia, V8L 5T5, Canada
| | - Andrea Niemi
- Freshwater Institute, Fisheries and Oceans Canada, Winnipeg, Manitoba, R3T 2N6, Canada
| | - Svein Vagle
- Institute of Ocean Sciences, Sidney, British Columbia, V8L 5T5, Canada
| | - Bill Williams
- Institute of Ocean Sciences, Sidney, British Columbia, V8L 5T5, Canada
| | - Stephen J Insley
- Wildlife Conservation Society Canada, 169 Titanium Way, Whitehorse, Yukon Territory, Y1A 0E9, Canada
- Department of Biology, University of Victoria, Victoria, British Columbia, V8P 3E6, Canada
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5
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Zahn MJ, Ladegaard M, Simon M, Stafford KM, Sakai T, Laidre KL. Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2024; 155:2359-2370. [PMID: 38563623 DOI: 10.1121/10.0025460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 03/09/2024] [Indexed: 04/04/2024]
Abstract
Passive acoustic monitoring has been an effective tool to study cetaceans in remote regions of the Arctic. Here, we advance methods to acoustically identify the only two Arctic toothed whales, the beluga (Delphinapterus leucas) and narwhal (Monodon monoceros), using echolocation clicks. Long-term acoustic recordings collected from moorings in Northwest Greenland were analyzed. Beluga and narwhal echolocation signals were distinguishable using spectrograms where beluga clicks had most energy >30 kHz and narwhal clicks had a sharp lower frequency limit near 20 kHz. Changes in one-third octave levels (TOL) between two pairs of one-third octave bands were compared from over one million click spectra. Narwhal clicks had a steep increase between the 16 and 25 kHz TOL bands that was absent in beluga click spectra. Conversely, beluga clicks had a steep increase between the 25 and 40 kHz TOL bands that was absent in narwhal click spectra. Random Forest classification models built using the 16 to 25 kHz and 25 to 40 kHz TOL ratios accurately predicted the species identity of 100% of acoustic events. Our findings support the use of echolocation TOL ratios in future automated click classifiers for acoustic monitoring of Arctic toothed whales and potentially for other odontocete species.
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Affiliation(s)
- Marie J Zahn
- Polar Science Center, Applied Physics Laboratory, University of Washington, Seattle, Washington 98105, USA
| | - Michael Ladegaard
- Zoophysiology, Department of Biology, Aarhus University, Aarhus C 8000, Denmark
| | - Malene Simon
- Greenland Climate Research Centre, Greenland Institute of Natural Resources, 3900 Nuuk, Greenland
| | - Kathleen M Stafford
- Marine Mammal Institute, Oregon State University, Newport, Oregon 97365, USA
| | - Taiki Sakai
- Ocean Associates, Inc., Under contract to Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, La Jolla, California 92037, USA
| | - Kristin L Laidre
- Polar Science Center, Applied Physics Laboratory, University of Washington, Seattle, Washington 98105, USA
- Department of Birds and Mammals, Greenland Institute of Natural Resources, 3900 Nuuk, Greenland
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6
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Mo X, Wen H, Yang Y, Zhou H, Ruan H. Statistical characteristics of under-ice noise on the Arctic Chukchi Plateau. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2023; 154:2489-2498. [PMID: 37862571 DOI: 10.1121/10.0021871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Accepted: 09/26/2023] [Indexed: 10/22/2023]
Abstract
In the context of global warming leading to rapidly changing Arctic sea ice and the environment, it is necessary to understand the statistical characteristics of noise under existing Arctic ocean environmental conditions. The data recorded from August 1, 2018 to November 2, 2019, on the Arctic Chukchi Plateau, have been studied to analyze the relationship between the ice transient events and the non-Gaussian statistics of under-ice noise. The ice-generated transient noise largely contributes to the under-ice noise environment, and the total under-ice noise exhibits non-Gaussian statistics due to the occurrence of these ice transients. The number of ice transients has a strong negative correlation with the characteristic index α, meaning that the higher the occurrence of transient events, the stronger the non-Gaussian statistics of under-ice noise. Stronger non-Gaussian noise with full ice coverage is observed compared to partial ice coverage. The under-ice noise in 0.5-1 kHz exhibits the strongest non-Gaussian statistics, followed by 1-4 kHz, while it is weakest in 20-500 Hz. The statistics of ice transients and under-ice noise have been provided in this paper, which can be used in sonar detection algorithms and have important significance for the performance prediction and optimization of sonar processors.
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Affiliation(s)
- Xuejing Mo
- Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Hongtao Wen
- Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Yanming Yang
- Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Hongtao Zhou
- Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
| | - Hailin Ruan
- Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China
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7
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Tervo OM, Blackwell SB, Ditlevsen S, Garde E, Hansen RG, Samson AL, Conrad AS, Heide-Jørgensen MP. Stuck in a corner: Anthropogenic noise threatens narwhals in their once pristine Arctic habitat. SCIENCE ADVANCES 2023; 9:eade0440. [PMID: 37494430 PMCID: PMC10371008 DOI: 10.1126/sciadv.ade0440] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Accepted: 06/23/2023] [Indexed: 07/28/2023]
Abstract
Niche-conservative species are especially susceptible to changes in their environment, and detecting the negative effects of new stressors in their habitats is vital for safeguarding of these species. In the Arctic, human disturbance including marine traffic and exploration of resources is increasing rapidly due to climate change-induced reduction of sea ice. Here, we show that the narwhal, Monodon monoceros, is extremely sensitive to human-made noise. Narwhals avoided deep diving (> 350 m) with simultaneous reduction of foraging and increased shallow diving activity as a response to either ship sound alone or ship sound with concurrent seismic airgun pulses. Normal behavior decreased by 50 to 75% at distances where received sound levels were below background noise. Narwhals were equally responsive to both disturbance types, hence demonstrating their acute sensitivity to ship sound. This sensitivity coupled with their special behavioral-ecological strategy including a narrow ecological niche and high site fidelity makes them thus especially vulnerable to human impacts in the Arctic.
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Affiliation(s)
- Outi M. Tervo
- Greenland Institute of Natural Resources, Strandgade 91,2, DK-1401 Copenhagen K, Denmark
| | - Susanna B. Blackwell
- Greeneridge Sciences Inc., Santa Barbara, CA, USA
- Institute of Marine Sciences, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Susanne Ditlevsen
- Data Science Laboratory, Department of Mathematical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Eva Garde
- Greenland Institute of Natural Resources, Strandgade 91,2, DK-1401 Copenhagen K, Denmark
| | - Rikke G. Hansen
- Greenland Institute of Natural Resources, Strandgade 91,2, DK-1401 Copenhagen K, Denmark
| | - Adeline L. Samson
- University Grenoble Alpes, CNRS, Grenoble Institute of Engineering, LJK, 38000 Grenoble, France
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8
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Escajeda ED, Stafford KM, Woodgate RA, Laidre KL. Quantifying the effect of ship noise on the acoustic environment of the Bering Strait. MARINE POLLUTION BULLETIN 2023; 187:114557. [PMID: 36640494 DOI: 10.1016/j.marpolbul.2022.114557] [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: 09/07/2022] [Revised: 12/19/2022] [Accepted: 12/27/2022] [Indexed: 06/17/2023]
Abstract
The narrow Bering Strait provides the only gateway between the Pacific Ocean and the Arctic, bringing migrating marine mammals in close proximity to ships transiting the strait. We characterized ship activity in the Bering Strait during the open-water season (July-November) for 2013-2015 and quantified the impact of ship noise on third-octave sound levels (TOLs) for bands used by baleen whales (25-1000 Hz). Peak ship activity occurred in July-September with the greatest overlap in ship noise and whale vocalizations observed in October. Ships elevated sound levels by ∼4 dB on average for all TOL bands combined, and 250-Hz TOLs exceeding 100 dB re 1 μPa were recorded from two large vessels over 11 km away from the hydrophones. Our results show that ship noise has the potential to impact baleen whales in the Bering Strait and serve as a baseline for measuring future changes in ship activity in the region.
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Affiliation(s)
- Erica D Escajeda
- School of Aquatic and Fishery Sciences, University of Washington, 1122 NE Boat St, Seattle, Washington 98105, USA.
| | - Kathleen M Stafford
- Marine Mammal Institute, Oregon State University, 2030 SE Marine Science Dr, Newport, Oregon 97365, USA.
| | - Rebecca A Woodgate
- Applied Physics Laboratory, University of Washington, 1013 NE 40th St, Seattle, Washington 98105, USA.
| | - Kristin L Laidre
- Applied Physics Laboratory, University of Washington, 1013 NE 40th St, Seattle, Washington 98105, USA.
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9
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Aniceto AS, Ferguson EL, Pedersen G, Tarroux A, Primicerio R. Temporal patterns in the soundscape of a Norwegian gateway to the Arctic. Sci Rep 2022; 12:7655. [PMID: 35538135 PMCID: PMC9090731 DOI: 10.1038/s41598-022-11183-y] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 04/19/2022] [Indexed: 11/16/2022] Open
Abstract
As an Arctic gateway, the Norwegian Sea sustains a rich diversity of seasonal and resident species of soniferous animals, vulnerable to the effects of climate change and anthropogenic activities. We show the occurrence of seasonal patterns of acoustic signals in a small canyon off Northern Norway, and investigate cetacean vocal behavior, human-made noise, and climatic contributions to underwater sound between January and May 2018. Mostly median sound levels ranged between 68.3 and 96.31 dB re 1 μPa2 across 1/3 octave bands (13 Hz-16 kHz), with peaks in February and March. Frequencies under 2 kHz were dominated by sounds from baleen whales with highest rates of occurrence during winter and early spring. During late-spring non-biological sounds were predominant at higher frequencies that were linked mainly to ship traffic. Seismic pulses were also recorded during spring. We observed a significant effect of wind speed and ship sailing time on received sound levels across multiple distance ranges. Our results provide a new assessment of high-latitude continental soundscapes in the East Atlantic Ocean, useful for management strategies in areas where anthropogenic pressure is increasing. Based on the current status of the local soundscape, we propose considerations for acoustic monitoring to be included in future management plans.
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Affiliation(s)
- A S Aniceto
- Department of Fisheries and Bioeconomics, Arctic University of Norway, Tromsø, Norway.
| | | | - G Pedersen
- Department of Marine Ecosystem Acoustics, Institute of Marine Research, 1870, Bergen, Norway
| | - A Tarroux
- Fram Centre - High North Research Centre for Climate and Environment, Norwegian Institute for Nature Research, 9296, Tromsø, Norway
| | - R Primicerio
- Department of Fisheries and Bioeconomics, Arctic University of Norway, Tromsø, Norway
- Fram Centre - High North Research Centre for Climate and Environment, Institute of Marine Research, 9296, Tromsø, Norway
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10
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Breeze H, Nolet V, Thomson D, Wright AJ, Marotte E, Sanders M. Efforts to advance underwater noise management in Canada: Introduction to the Marine Pollution Bulletin Special Issue. MARINE POLLUTION BULLETIN 2022; 178:113596. [PMID: 35385819 DOI: 10.1016/j.marpolbul.2022.113596] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 03/14/2022] [Accepted: 03/20/2022] [Indexed: 06/14/2023]
Abstract
This introduction to a special issue on approaches to managing underwater noise in Canada provides a brief overview of recent efforts to better understand and reduce anthropogenic underwater noise. Recent programs have aimed to increase understanding of anthropogenic noise in the habitats of highly endangered whales and have supported management actions such as vessel slow downs. Technical workshops have advanced the development of quiet ship design and associated technologies. Collaborative research examined noise levels in the St. Lawrence Estuary and the Arctic Ocean. Efforts to better manage noise have gone beyond shipping: enhanced mitigation measures have been put in place for naval exercises near habitats used by southern resident killer whales, while other work has focused on the identification of appropriate metrics for measuring noise. To coordinate and advance these and other efforts, the Government of Canada is developing a national Ocean Noise Strategy.
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Affiliation(s)
- Heather Breeze
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada.
| | | | - Dugald Thomson
- Defence Research and Development Canada - Atlantic Research Centre, Dartmouth, Nova Scotia, Canada
| | - Andrew J Wright
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Emmaline Marotte
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
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11
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van Geel NCF, Risch D, Wittich A. A brief overview of current approaches for underwater sound analysis and reporting. MARINE POLLUTION BULLETIN 2022; 178:113610. [PMID: 35468578 DOI: 10.1016/j.marpolbul.2022.113610] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 03/22/2022] [Accepted: 03/24/2022] [Indexed: 06/14/2023]
Abstract
Soundscapes have substantially changed since the industrial revolution and in response to biodiversity loss and climate change. Human activities such as shipping, resource exploration and offshore construction alter natural ecosystems through sound, which can impact marine species in complex ways. The study of underwater sound is multi-disciplinary, spanning the fields of acoustics, physics, animal physiology and behaviour to marine ecology and conservation. These different backgrounds have led to the use of various disparate terms, metrics, and summary statistics, which can hamper comparisons between studies. Different types of equipment, analytical pathways, and reporting can lead to different results for the same sound source, with implications for impact assessments. For meaningful comparisons and derivation of appropriate thresholds, mitigation, and management approaches, it is necessary to develop common standards. This paper presents a brief overview of acoustic metrics, analysis approaches and reporting standards used in the context of long-term monitoring of soundscapes.
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Affiliation(s)
- Nienke C F van Geel
- Scottish Association for Marine Science (SAMS), Oban, Argyll, PA37 1QA, Scotland, United Kingdom.
| | - Denise Risch
- Scottish Association for Marine Science (SAMS), Oban, Argyll, PA37 1QA, Scotland, United Kingdom
| | - Anja Wittich
- Scottish Association for Marine Science (SAMS), Oban, Argyll, PA37 1QA, Scotland, United Kingdom
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12
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Cook ED, Barclay DR, Richards CG. Real-time acoustic observations in the Canadian Arctic Archipelago. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2022; 151:1607. [PMID: 35364951 DOI: 10.1121/10.0009678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 02/11/2022] [Indexed: 06/14/2023]
Abstract
The main sources of noise in the Arctic Ocean are naturally occurring, rather than related to human activities. Sustained acoustic monitoring at high latitudes provides quantitative measures of changes in the sound field attributable to evolving human activity or shifting environmental conditions. A 12-month ambient sound time series (September 2018 to August 2019) recorded and transmitted from a real-time monitoring station near Gascoyne Inlet, Nunavut is presented. During this time, sound levels in the band 16-6400 Hz ranged between 10 and 135 dB re 1 μPa2/Hz. The average monthly sound levels follow seasonal ice variations with a dependence on the timing of ice melt and freeze-up and with higher frequencies varying more strongly than the lower frequencies. Ambient sound levels are higher in the summer during open water and quietest in the winter during periods of pack ice and shore fast ice. An autocorrelation of monthly noise levels over the ice freeze-up and complete cover periods reveal a ∼24 h periodic trend in noise power at high frequencies (>1000 Hz) caused by tidally driven surface currents in combination with increased ice block collisions or increased stress in the shore fast sea ice.
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Affiliation(s)
- Emmanuelle D Cook
- Department of Oceanography, Dalhousie University, 1355 Oxford Street, Halifax, Nova Scotia, B3H 4R2, Canada
| | - David R Barclay
- Department of Oceanography, Dalhousie University, 1355 Oxford Street, Halifax, Nova Scotia, B3H 4R2, Canada
| | - Clark G Richards
- Bedford Institute of Oceanography, Fisheries and Oceans Canada, 1 Challenger Drive, Dartmouth, Nova Scotia, B2Y 4A2, Canada
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13
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Zahn MJ, Rankin S, McCullough JLK, Koblitz JC, Archer F, Rasmussen MH, Laidre KL. Acoustic differentiation and classification of wild belugas and narwhals using echolocation clicks. Sci Rep 2021; 11:22141. [PMID: 34772963 PMCID: PMC8589986 DOI: 10.1038/s41598-021-01441-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 10/21/2021] [Indexed: 11/08/2022] Open
Abstract
Belugas (Delphinapterus leucas) and narwhals (Monodon monoceros) are highly social Arctic toothed whales with large vocal repertoires and similar acoustic profiles. Passive Acoustic Monitoring (PAM) that uses multiple hydrophones over large spatiotemporal scales has been a primary method to study their populations, particularly in response to rapid climate change and increasing underwater noise. This study marks the first acoustic comparison between wild belugas and narwhals from the same location and reveals that they can be acoustically differentiated and classified solely by echolocation clicks. Acoustic recordings were made in the pack ice of Baffin Bay, West Greenland, during 2013. Multivariate analyses and Random Forests classification models were applied to eighty-one single-species acoustic events comprised of numerous echolocation clicks. Results demonstrate a significant difference between species' acoustic parameters where beluga echolocation was distinguished by higher frequency content, evidenced by higher peak frequencies, center frequencies, and frequency minimums and maximums. Spectral peaks, troughs, and center frequencies for beluga clicks were generally > 60 kHz and narwhal clicks < 60 kHz with overlap between 40-60 kHz. Classification model predictive performance was strong with an overall correct classification rate of 97.5% for the best model. The most important predictors for species assignment were defined by peaks and notches in frequency spectra. Our results provide strong support for the use of echolocation in PAM efforts to differentiate belugas and narwhals acoustically.
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Affiliation(s)
- Marie J Zahn
- School of Aquatic and Fishery Sciences, University of Washington, 1122 NE Boat Street, Seattle, WA, 98105, USA.
| | - Shannon Rankin
- Southwest Fisheries Science Center, NOAA, 8901 La Jolla Shores Drive, La Jolla, CA, 92037, USA
| | - Jennifer L K McCullough
- Pacific Islands Fisheries Science Center, NOAA, 1845 Wasp Boulevard, Building 176, Honolulu, HI, 96818, USA
| | - Jens C Koblitz
- Max Planck Institute of Animal Behavior, Advanced Research Technology Unit, Konstanz, Germany
- Centre for the Advanced Study of Collective Behaviour, University of Konstanz, Konstanz, Germany
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Frederick Archer
- Southwest Fisheries Science Center, NOAA, 8901 La Jolla Shores Drive, La Jolla, CA, 92037, USA
| | | | - Kristin L Laidre
- School of Aquatic and Fishery Sciences, University of Washington, 1122 NE Boat Street, Seattle, WA, 98105, USA
- Polar Science Center, Applied Physics Laboratory, University of Washington, 1013 NE 40th Street, Seattle, WA, 98105, USA
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