Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales

The North Atlantic Right Whale (NARW) population is currently teetering on the brink of extinction, with a mere approximate count of 350 individuals remaining. These animals have been protected under the Endangered Species Act since 1970. Today, the survival of right whales is imperiled primarily du...

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Published in:The Tenth International Conference on Animal-Computer Interaction
Main Authors: Erceg, Mirjana, Palamas, Georgios
Format: Article in Journal/Newspaper
Language:English
Published: Association for Computing Machinery 2023
Subjects:
Online Access:https://vbn.aau.dk/da/publications/62708fec-c633-4643-8d2e-14d327cdec7a
https://doi.org/10.1145/3637882.3637890
http://www.scopus.com/inward/record.url?scp=85186652386&partnerID=8YFLogxK
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spelling ftalborgunivpubl:oai:pure.atira.dk:publications/62708fec-c633-4643-8d2e-14d327cdec7a 2024-06-23T07:54:56+00:00 Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales Erceg, Mirjana Palamas, Georgios 2023-12-04 https://vbn.aau.dk/da/publications/62708fec-c633-4643-8d2e-14d327cdec7a https://doi.org/10.1145/3637882.3637890 http://www.scopus.com/inward/record.url?scp=85186652386&partnerID=8YFLogxK eng eng Association for Computing Machinery https://vbn.aau.dk/da/publications/62708fec-c633-4643-8d2e-14d327cdec7a urn:ISBN:979-8-4007-1656-0 info:eu-repo/semantics/closedAccess Erceg , M & Palamas , G 2023 , Towards Harmonious Coexistence : A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales . in ACI 2023 - 10th International Conference on Animal-Computer Interaction, Proceedings . , 3637890 , Association for Computing Machinery , pp. 1-10 , 10th International Conference on Animal-Computer Interaction, ACI 2023 , Raleigh , United States , 04/12/2023 . https://doi.org/10.1145/3637882.3637890 animal-computer interaction aquatic mammal detection bioacoustic signatures bioacoustics biodiversity conservation internet of things neural networks North Atlantic right whale passive acoustic monitoring whale calls contributionToPeriodical 2023 ftalborgunivpubl https://doi.org/10.1145/3637882.3637890 2024-06-10T15:32:43Z The North Atlantic Right Whale (NARW) population is currently teetering on the brink of extinction, with a mere approximate count of 350 individuals remaining. These animals have been protected under the Endangered Species Act since 1970. Today, the survival of right whales is imperiled primarily due to vessel collisions, net entanglements, and habitat degradation. This paper presents a novel system of animal-computer interaction founded on the identification of bioacoustic signatures. Initially, NARWs' vocalizations were transformed into spectrograms, which were subsequently inputted into a Convolutional Neural Network (CNN). To enhance robustness against environmental noise, techniques such as time warping, frequency masking, and time masking were employed. The outcomes of our study indicate that the proposed system holds potential for establishing a closed-loop interaction framework between vessels and NARWs. This framework could enable vessels to adapt their speed or avoid routes frequented by NARWs. Furthermore, this article discusses the potential benefits of employing networked sensors, such as Internet of Things (IoT) devices, to augment NARW monitoring and data collection efforts. Article in Journal/Newspaper North Atlantic North Atlantic right whale Aalborg University's Research Portal The Tenth International Conference on Animal-Computer Interaction 1 10
institution Open Polar
collection Aalborg University's Research Portal
op_collection_id ftalborgunivpubl
language English
topic animal-computer interaction
aquatic mammal detection
bioacoustic signatures
bioacoustics
biodiversity conservation
internet of things
neural networks
North Atlantic right whale
passive acoustic monitoring
whale calls
spellingShingle animal-computer interaction
aquatic mammal detection
bioacoustic signatures
bioacoustics
biodiversity conservation
internet of things
neural networks
North Atlantic right whale
passive acoustic monitoring
whale calls
Erceg, Mirjana
Palamas, Georgios
Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
topic_facet animal-computer interaction
aquatic mammal detection
bioacoustic signatures
bioacoustics
biodiversity conservation
internet of things
neural networks
North Atlantic right whale
passive acoustic monitoring
whale calls
description The North Atlantic Right Whale (NARW) population is currently teetering on the brink of extinction, with a mere approximate count of 350 individuals remaining. These animals have been protected under the Endangered Species Act since 1970. Today, the survival of right whales is imperiled primarily due to vessel collisions, net entanglements, and habitat degradation. This paper presents a novel system of animal-computer interaction founded on the identification of bioacoustic signatures. Initially, NARWs' vocalizations were transformed into spectrograms, which were subsequently inputted into a Convolutional Neural Network (CNN). To enhance robustness against environmental noise, techniques such as time warping, frequency masking, and time masking were employed. The outcomes of our study indicate that the proposed system holds potential for establishing a closed-loop interaction framework between vessels and NARWs. This framework could enable vessels to adapt their speed or avoid routes frequented by NARWs. Furthermore, this article discusses the potential benefits of employing networked sensors, such as Internet of Things (IoT) devices, to augment NARW monitoring and data collection efforts.
format Article in Journal/Newspaper
author Erceg, Mirjana
Palamas, Georgios
author_facet Erceg, Mirjana
Palamas, Georgios
author_sort Erceg, Mirjana
title Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
title_short Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
title_full Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
title_fullStr Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
title_full_unstemmed Towards Harmonious Coexistence:A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales
title_sort towards harmonious coexistence:a bioacoustic-driven animal-computer interaction system for preventing ship collisions with north atlantic right whales
publisher Association for Computing Machinery
publishDate 2023
url https://vbn.aau.dk/da/publications/62708fec-c633-4643-8d2e-14d327cdec7a
https://doi.org/10.1145/3637882.3637890
http://www.scopus.com/inward/record.url?scp=85186652386&partnerID=8YFLogxK
genre North Atlantic
North Atlantic right whale
genre_facet North Atlantic
North Atlantic right whale
op_source Erceg , M & Palamas , G 2023 , Towards Harmonious Coexistence : A Bioacoustic-Driven Animal-Computer Interaction System for Preventing Ship Collisions with North Atlantic Right Whales . in ACI 2023 - 10th International Conference on Animal-Computer Interaction, Proceedings . , 3637890 , Association for Computing Machinery , pp. 1-10 , 10th International Conference on Animal-Computer Interaction, ACI 2023 , Raleigh , United States , 04/12/2023 . https://doi.org/10.1145/3637882.3637890
op_relation https://vbn.aau.dk/da/publications/62708fec-c633-4643-8d2e-14d327cdec7a
urn:ISBN:979-8-4007-1656-0
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op_doi https://doi.org/10.1145/3637882.3637890
container_title The Tenth International Conference on Animal-Computer Interaction
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op_container_end_page 10
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