The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets

The migration of Pacific salmon is an important part of functioning freshwater ecosystems, but as populations have decreased and ecological conditions have changed, so have migration patterns. Understanding how the environment, and human impacts, change salmon migration behavior requires observing m...

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Main Authors: Jens C. Hegg, Jonathan Middleton, Ben Luca Robertson, Brian P. Kennedy
Format: Article
Language:English
Published: Elsevier 2018-02-01
Series:Heliyon
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844017317188
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spelling doaj-021d1414d3304845bf94506f9887511d2020-11-25T01:51:48ZengElsevierHeliyon2405-84402018-02-014210.1016/j.heliyon.2018.e00532The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasetsJens C. Hegg0Jonathan Middleton1Ben Luca Robertson2Brian P. Kennedy3Dept. of Fish & Wildlife Sciences, University of Idaho, 975 W 6th St, Moscow, ID 83844, United StatesDepartment of Music, Eastern Washington University, 119 Music Building, Cheney, WA 99004, United StatesMcIntire Department of Music, University of Virginia, 112 Cabell Drive, Charlottesville, VA 22904, United StatesDept. of Fish & Wildlife Sciences, University of Idaho, 975 W 6th St, Moscow, ID 83844, United StatesThe migration of Pacific salmon is an important part of functioning freshwater ecosystems, but as populations have decreased and ecological conditions have changed, so have migration patterns. Understanding how the environment, and human impacts, change salmon migration behavior requires observing migration at small temporal and spatial scales across large geographic areas. Studying these detailed fish movements is particularly important for one threatened population of Chinook salmon in the Snake River of Idaho whose juvenile behavior may be rapidly evolving in response to dams and anthropogenic impacts. However, exploring movement data sets of large numbers of salmon can present challenges due to the difficulty of visualizing the multivariate, time-series datasets. Previous research indicates that sonification, representing data using sound, has the potential to enhance exploration of multivariate, time-series datasets. We developed sonifications of individual fish movements using a large dataset of salmon otolith microchemistry from Snake River Fall Chinook salmon. Otoliths, a balance and hearing organ in fish, provide a detailed chemical record of fish movements recorded in the tree-like rings they deposit each day the fish is alive. This data represents a scalable, multivariate dataset of salmon movement ideal for sonification. We tested independent listener responses to validate the effectiveness of the sonification tool and mapping methods. The sonifications were presented in a survey to untrained listeners to identify salmon movements with increasingly more fish, with and without visualizations. Our results showed that untrained listeners were most sensitive to transitions mapped to pitch and timbre. Accuracy results were non-intuitive; in aggregate, respondents clearly identified important transitions, but individual accuracy was low. This aggregate effect has potential implications for the use of sonification in the context of crowd-sourced data exploration. The addition of more fish, and visuals, to the sonification increased response time in identifying transitions.http://www.sciencedirect.com/science/article/pii/S2405844017317188AcousticsEnvironmental scienceBiological sciences
collection DOAJ
language English
format Article
sources DOAJ
author Jens C. Hegg
Jonathan Middleton
Ben Luca Robertson
Brian P. Kennedy
spellingShingle Jens C. Hegg
Jonathan Middleton
Ben Luca Robertson
Brian P. Kennedy
The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
Heliyon
Acoustics
Environmental science
Biological sciences
author_facet Jens C. Hegg
Jonathan Middleton
Ben Luca Robertson
Brian P. Kennedy
author_sort Jens C. Hegg
title The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
title_short The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
title_full The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
title_fullStr The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
title_full_unstemmed The sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
title_sort sound of migration: exploring data sonification as a means of interpreting multivariate salmon movement datasets
publisher Elsevier
series Heliyon
issn 2405-8440
publishDate 2018-02-01
description The migration of Pacific salmon is an important part of functioning freshwater ecosystems, but as populations have decreased and ecological conditions have changed, so have migration patterns. Understanding how the environment, and human impacts, change salmon migration behavior requires observing migration at small temporal and spatial scales across large geographic areas. Studying these detailed fish movements is particularly important for one threatened population of Chinook salmon in the Snake River of Idaho whose juvenile behavior may be rapidly evolving in response to dams and anthropogenic impacts. However, exploring movement data sets of large numbers of salmon can present challenges due to the difficulty of visualizing the multivariate, time-series datasets. Previous research indicates that sonification, representing data using sound, has the potential to enhance exploration of multivariate, time-series datasets. We developed sonifications of individual fish movements using a large dataset of salmon otolith microchemistry from Snake River Fall Chinook salmon. Otoliths, a balance and hearing organ in fish, provide a detailed chemical record of fish movements recorded in the tree-like rings they deposit each day the fish is alive. This data represents a scalable, multivariate dataset of salmon movement ideal for sonification. We tested independent listener responses to validate the effectiveness of the sonification tool and mapping methods. The sonifications were presented in a survey to untrained listeners to identify salmon movements with increasingly more fish, with and without visualizations. Our results showed that untrained listeners were most sensitive to transitions mapped to pitch and timbre. Accuracy results were non-intuitive; in aggregate, respondents clearly identified important transitions, but individual accuracy was low. This aggregate effect has potential implications for the use of sonification in the context of crowd-sourced data exploration. The addition of more fish, and visuals, to the sonification increased response time in identifying transitions.
topic Acoustics
Environmental science
Biological sciences
url http://www.sciencedirect.com/science/article/pii/S2405844017317188
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