- PII
- S3034500625060065-1
- DOI
- 10.7868/S3034500625060065
- Publication type
- Article
- Status
- Published
- Authors
- Volume/ Edition
- Volume 71 / Issue number 6
- Pages
- 811-823
- Abstract
- Results of an acoustic monitoring conducted in the northern part of the shallow-water Gulf of Ob (the Ob River estuary, an embayment in the Kara Sea) are presented. Vessel-generated noises and communication signals from marine mammals are identified among acoustic sources. Sounds produced by beluga whales are subjected to quantitative analysis using a convolutional neural network. A model for inhomogeneous geoacoustic waveguide characteristic of this area is inferred from the data of a dedicated survey with deployment of an air gun as a low-frequency pulse source. The conclusion is drawn about the high level of attenuation of low-frequency sound during propagation. Based on the numerical simulation, the measurement results are extrapolated to other sites of the study area that potentially have sources of anthropogenic noise.
- Keywords
- Арктика Обская губа акустический мониторинг распространение сейсмоакустических импульсов белуха машинное обучение
- Date of publication
- 02.03.2026
- Year of publication
- 2026
- Number of purchasers
- 0
- Views
- 43
References
- 1. Halliday W.D. et al. Potential exposure of beluga and bowhead whales to underwater noise from ship traffic in the Beaufort and Chukchi Seas // Ocean & Coastal Management. 2021. V. 204. P. 105473.
- 2. Gomez C., Lawson J., Wright A.J., Buren A., Tollit D., Lesage V. A systematic review on the behavioural responses of wild marine mammals to noise: the disparity between science and policy // Can. J. Zool. 2016. V. 94. P. 801–819.
- 3. Popper A.N., Hastings M.C. The effects of anthropogenic sources of sound on fishes // J. Fish. Biol. 2009. V. 75. P. 455–489.
- 4. McCauley R.D., Day R.D., Swadling K.M., Fitzgibbon Q.P., Watson R.A., Semmens J.M. Widely used marine seismic survey air gun operations negatively impact zooplankton // Nature ecology & evolution. 2017. V. 1. № 7. P. 0195.
- 5. Рутенко А.Н., Борисов С.В., Ковзель Д.Г., Гриценко В.А. Радиогидроакустическая станция для мониторинга параметров антропогенных импульсных и шумовых сигналов на шельфе // Акуст. журн. 2015. Т. 61. № 4. С. 500–511.
- 6. Ковзель Д.Г. Аппаратура акустической связи для контроля работы автономной гидроакустической донной станции на шельфе // Акуст. журн. 2019. Т. 65. № 5. С. 619–629.
- 7. Ковзель Д.Г. Технические средства гидроакустического мониторинга сейсморазведочных работ на шельфе // Акуст. журн. 2018. Т. 64. № 5. С. 605–617.
- 8. Экологический генератор отпугивающих звуков. Пат. RU 2447658 C2. Российская федерация / Гореликов А.И. – 2010126403/13; заявлено 28.06.2010; опубликовано 20.04.2012.
- 9. Трофимов М.Ю. Узкоугольные параболические уравнения адиабатического распространения звука одной моды в горизонтально-неоднородном мелком море // Акуст. журн. 1999. Т. 45. № 5. С. 647–652.
- 10. Petrov P.S., Trofimov M.Yu., Zakharenko A.D. Mode parabolic equations for the modeling of three-dimensional sound propagation effects in shallow water // Proc. of the 11th European Conf. on Underwater Acoustics. 2–6 th July 2012, GB Edinburgh. P. 53–60.
- 11. Рутенко А.Н., Гаврилевский А.В., Путов В.Ф., Соловьев А.А., Манульчев Д.С. Мониторинг антропогенных шумов на шельфе о. Сахалин во время сейсморазведочных исследований // Акуст. журн. 2016. Т. 62. № 3. С. 348–362.
- 12. Rutenko A.N. et al. Acoustic monitoring and analyses of air gun, pile driving, vessel, and ambient sounds during the 2015 seismic surveys on the Sakhalin shelf // Environmental Monitoring and Assessment. 2022. V. 194 (1). P. 1–19.
- 13. Sousa-Lima R.S. et al. A review and inventory of fixed autonomous recorders for passive acoustic monitoring of marine mammals // Aquatic Mammals. 2013. V. 39. № 1. P. 23–53.
- 14. Болтунов А.Н., Алексеева Я.И., Беликов С.Е., Краснова В.В., Семенова В.С., Светочев В.Н., Светочева О.Н., Чернецкий А.Д. Морские млекопитающие и белый медведь Карского моря: обзор современного состояния. Под ред. Бельковича В.М. М.: “Печатный центр Декарт”, 2015. C. 104.
- 15. Erbe C., King A.R. Automatic detection of marine mammals using information entropy // J. Acoust. Soc. Am. 2008. V. 124. № 5. P. 2833–2840.
- 16. Booth C.G. et al. Assessing the viability of density estimation for cetaceans from passive acoustic fixed sensors throughout the life cycle of an Offshore E&P Field Development // SMRU Consulting. 2017.
- 17. Belkovich V.M. Stability and variability of acoustic signals of the White Sea beluga whale / In Physical, geological and biological studies of oceans and seas; 2010.
- 18. Lammers M. et al. Passive acoustic monitoring of Cook Inlet beluga whales (Delphinapterus leucas) // J. Acoust. Soc. Am. 2013. V. 134 (3). P. 2497–2504.
- 19. Krizhevsky A., Sutskever I., Hinton G.E. Imagenet classification with deep convolutional neural networks // Communications of the ACM. 2017. V. 60. № 6. P. 84–90.
- 20. LeCun Y. et al. Gradient-based learning applied to document recognition // Proc. of the IEEE. 1998. V. 86. № 11. P. 2278–2324.
- 21. Рутенко А.Н., Манульчев Д.С. Распространение низкочастотных волн через мыс Шульца // Акуст. журн. 2014. Т. 60. № 4. С. 384–394.
- 22. Medwin H. Speed of sound in water: a simple equation for realistic parameters // J. Acoust. Soc. Am. 1975. V. 58. № 6. P. 1318–1319.
- 23. Götz T. et al. Overview of the impacts of anthropogenic underwater sound in the marine environment // OSPAR Biodiversity Series. 2009. V. 441. P. 1–134.
- 24. Nedwell J., Howell D. A review of offshore wind-farm related underwater noise sources // Cowrie Rep. 2004. V. 544. P. 1–57.
