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Marine Soundscapes in Shallow Water: Automated Tools for Characterization and Analysis

Principal funding codes: 1000 - Own budget, for example: patrimony, inscription fees, gifts
Period: September 2019 till March 2024
Status: Completed

Thesaurus terms Acoustics and acoustical devices, waves; Underwater sound
 Institutes | Publications 

Institutes (4)  Top | Publications 

Abstract
Underwater sound can give much more information than images, as Artificial Intelligence can be used to find acoustic features and model their relationship with ecological indicators. Sound can then be used as a monitoring tool for ecosystem health and characterization of acoustic habitats.

Publications (18)  Top | Institutes 
  • Schall, E.; Parcerisas, C. (2022). A robust method to automatically detect fin whale acoustic presence in large and diverse passive acoustic datasets. J. Mar. Sci. Eng. 10(12): 1831. https://dx.doi.org/10.3390/jmse10121831, more
  • Decrop, W.; Parcerisas, C.; Schall, E.; Debusschere, E. (2024). AI in marine sciences: detection and classification of marine vessels with underwater acoustic data, in: Mees, J. et al. Book of abstracts – VLIZ Marine Science Day, 6 March 2024, Oostende. VLIZ Special Publication, 91: pp. 26, more
  • Parcerisas, C.; Debusschere, E.; Devos, P.; Botteldooren, D. (2024). Analyzing Belgian marine soundscapes using unknown sound events, in: Mees, J. et al. Book of abstracts – VLIZ Marine Science Day, 6 March 2024, Oostende. VLIZ Special Publication, 91: pp. 36, more
  • Parcerisas, C.; Roca, I.T.; Botteldooren, D.; Devos, P.; Debusschere, E. (2023). Categorizing shallow marine soundscapes using explained clusters. J. Mar. Sci. Eng. 11(3): 550. https://dx.doi.org/10.3390/jmse11030550, more
  • Parcerisas, C.; Botteldooren, D.; Devos, P.; Debusschere, E. (2023). Clustering, categorizing, and mapping of shallow coastal water soundscapes, in: Forum Acusticum 2023: 10th Convention of the European Acoustics Association, Turin, Italy, 11th – 15th September 2023. pp. 6091-6097. https://dx.doi.org/10.61782/fa.2023.1070, more
  • Schmidlin, S.; Parcerisas, C.; Hubert, J.; Watson, M.S.; Mees, J.; Botteldooren, D.; Devos, P.; Debusschere, E.; Hablützel, P.I. (2024). Comparison of the effects of reef and anthropogenic soundscapes on oyster larvae settlement. NPG Scientific Reports 14(1): 12580. https://dx.doi.org/10.1038/s41598-024-63322-2, more
  • Rey Baquero, M.P.; Parcerisas, C.; Seger, K.; Perazio, C.; Botero-Acosta, N.; Mesa, F.; Acosta, A.L.; Botteldooren, D.; Debusschere, E. (2021). Comparison of two soundscapes: An opportunity to assess the dominance of biophony versus anthropophony, in: Kappel, E.S. et al. Frontiers in Ocean Observing: Documenting ecosystems, understanding environmental changes, forecasting hazards. Oceanography, Suppl. 34(4): pp. 62-65. https://dx.doi.org/10.5670/oceanog.2021.supplement.02-24, more
  • Schall, E.; Kaya, I.I.; Debusschere, E.; Devos, P.; Parcerisas, C. (2024). Deep learning in marine bioacoustics: A benchmark for baleen whale detection. Remote Sensing in Ecology and Conservation 10(5): 642-654. https://dx.doi.org/10.1002/rse2.392, more
  • Boebel, O.; Hoppema, M.; Engicht, C.; Allerholt, J.; Spiesecke, S.; Tippenhauer, S.; del Rio, P.L.; Pinner, O.; Torrecilla, I.R.; Parcerisas, C. (2022). HAFOS: maintaining the AWI's long-term ocean observatory in the Weddell Sea, in: Sawadkuhi, S.A. (Ed.) Expedition programme PS129 - Polarstern. pp. 6-25, more
  • Parcerisas, C.; Schall, E.; te Velde, K.; Botteldooren, D.; Devos, P.; Debusschere, E. (2024). Machine learning for efficient segregation and labeling of potential biological sounds in long-term underwater recordings. Front. Remote Sens. 5: 1390687. https://dx.doi.org/10.3389/frsen.2024.1390687, more
  • Rubbens, P.; Brodie, S.; Cordier, T.; Barcellos, D.D.; Devos, P.; Fernandes-Salvador, J.A.; Fincham, J.I.; Gomes, A.; Handegard, N.O.; Howell, K.; Jamet, C.; Kartveit, K.H.; Moustahfid, H.; Parcerisas, C.; Politikos, D.; Sauzède, R.; Sokolova, M.; Uusitalo, L.; Van den Bulcke, L.; van Helmond, A.T.M.; Watson, J.T.; Welch, H.; Beltran-Perez, O.; Chaffron, S.; Greenberg, D.S.; Kühn, B.; Kiko, R.; Lo, M.; Lopes, R.M.; Möller, K.O.; Michaels, W.; Pala, A.; Romagnan, J.-B.; Schuchert, P.; Seydi, V.; Villasante, S.; Malde, K.; Irisson, J.-O. (2023). Machine learning in marine ecology: An overview of techniques and applications. ICES J. Mar. Sci./J. Cons. int. Explor. Mer 80(7): 1829-1853. https://dx.doi.org/10.1093/icesjms/fsad100, more
  • Parcerisas, C. (2024). Marine soundscapes in shallow water: Automated tools for characterization and analysis. VLIZ PhD Theses, 4. Ir Thesis. Ghent University, Faculty of Engineering and Architecture: Ghent. ISBN 978-94-6355-848-8. 370 pp., more
  • Flanders Marine Institute (VLIZ) (2024). Multipurpose seabed moorings: Developed for coastal dynamic seas. Oceanography Suppl. : In prep., more
  • Schmidlin, S.; Mees, J.; Parcerisas, C.; Treherne, Y.; Hablützel, P. (2024). Oysters as a model organism for settlement of reef-building organisms in response to complex sensory landscapes of chemical, tactile, and sound cues, in: Mees, J. et al. Book of abstracts – VLIZ Marine Science Day, 6 March 2024, Oostende. VLIZ Special Publication, 91: pp. 114, more
  • Calonge, A.; Parcerisas, C.; Schall, E.; Debusschere, E. (2024). Revised clusters of annotated unknown sounds in the Belgian part of the North sea. Front. Remote Sens. 5: 1384562. https://dx.doi.org/10.3389/frsen.2024.1384562, more
  • Parcerisas, C.; Botteldooren, D.; Devos, P.; Hamard, Q.; Debusschere, E. (2024). Studying the soundscape of shallow and heavy used marine areas: Belgian Part of the North Sea, in: Popper, A.N. et al. The effects of noise on aquatic life: Principles and practical considerations. pp. 1-27. https://dx.doi.org/10.1007/978-3-031-10417-6_122-1, more
  • Parcerisas, C.; Devos, P.; Botteldooren, D.; Debusschere, E. (2023). The different soundscapes in the Belgian Part of the North Sea, in: Mees, J. et al. Book of abstracts – VLIZ Marine Science Day, 1 March 2023, Bruges. VLIZ Special Publication, 90: pp. 32, more
  • Parcerisas, C.; Debusschere, E.; Devos, P.; Botteldooren, D. (2020). Underwater acoustic characterization of shallow marine waters - PhD outline, in: Mees, J. et al. Book of abstracts – VLIZ Marine Science Day. Oostende, Belgium, 18 March 2020. VLIZ Special Publication, 84: pp. 72, more

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