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The Acoustic Index User's Guide: a practical manual for defining, generating and understanding current and future acoustic indices

The Acoustic Index User's Guide: a practical manual for defining, generating and understanding current and future acoustic indices
The Acoustic Index User's Guide: a practical manual for defining, generating and understanding current and future acoustic indices
Ecoacoustics, the study of environmental sound, is a rapidly growing discipline offering ecological insights at scales ranging from individual organisms to whole ecosystems. Substantial methodological developments over the last 15 years have streamlined extraction of ecological information from audio recordings. One widely used set of methods are acoustic indices, which offer numerical summaries of the spectral, temporal and amplitude patterns in audio recordings.

Currently, the specifics of each index's background, methodology and the soundscape patterns they are designed to summarise, are spread across multiple sources. Critically, details of index calculation are sometimes scarce, making it challenging for users to understand how index values are generated. Discrepancies in understanding can lead to misuse of acoustic indices or reporting of spurious results. This hinders ecological inference, replicability and discourages adoption of these tools for conservation and ecosystem monitoring, where they might otherwise provide useful insight.

Here we present the Acoustic Index User's Guide—an interactive RShiny web app that defines and deconstructs eight of the most commonly used acoustic indices to facilitate consistent application across the discipline. We break the acoustic indices calculations down into easy-to-follow steps to better enable practical application and critical interpretation of acoustic indices. We demonstrate typical soundscape patterns using a suite of 91 example audio recordings: 66 real-world soundscapes from terrestrial, aquatic and subterranean systems around the world, and 25 synthetic files demonstrating archetypal soundscape patterns. Our interpretation figures signpost specific soundscape patterns likely to be reflected in acoustic indices' values.

This RShiny app is a living resource; additional acoustic indices will be added in the future through collaboration with authors of pre-existing and new indices. The app also serves as a best-practice template for the information required when publishing new acoustic indices, so that authors can facilitate the widest possible understanding and uptake of their indices. In turn, improved understanding of acoustic indices will aid effective hypothesis generation, application and interpretation in ecological research, ecosystem monitoring and conservation management.
2041-210X
Bradfer-Lawrence, Tom
6056d17c-d07a-40a1-a044-62fafc391f52
Duthie, Brad
4395b4da-6772-4d13-8883-12ae469834d9
Abrahams, Carlos
2a30cd58-72a7-46aa-a3c2-ee59f2d09c88
Dell, Benedict
9328b8aa-397f-4485-8fe3-db6e98ab6561
et al.
Bradfer-Lawrence, Tom
6056d17c-d07a-40a1-a044-62fafc391f52
Duthie, Brad
4395b4da-6772-4d13-8883-12ae469834d9
Abrahams, Carlos
2a30cd58-72a7-46aa-a3c2-ee59f2d09c88
Dell, Benedict
9328b8aa-397f-4485-8fe3-db6e98ab6561

Bradfer-Lawrence, Tom, Duthie, Brad and Abrahams, Carlos , et al. (2024) The Acoustic Index User's Guide: a practical manual for defining, generating and understanding current and future acoustic indices. Methods in Ecology and Evolution. (doi:10.1111/2041-210X.14357).

Record type: Article

Abstract

Ecoacoustics, the study of environmental sound, is a rapidly growing discipline offering ecological insights at scales ranging from individual organisms to whole ecosystems. Substantial methodological developments over the last 15 years have streamlined extraction of ecological information from audio recordings. One widely used set of methods are acoustic indices, which offer numerical summaries of the spectral, temporal and amplitude patterns in audio recordings.

Currently, the specifics of each index's background, methodology and the soundscape patterns they are designed to summarise, are spread across multiple sources. Critically, details of index calculation are sometimes scarce, making it challenging for users to understand how index values are generated. Discrepancies in understanding can lead to misuse of acoustic indices or reporting of spurious results. This hinders ecological inference, replicability and discourages adoption of these tools for conservation and ecosystem monitoring, where they might otherwise provide useful insight.

Here we present the Acoustic Index User's Guide—an interactive RShiny web app that defines and deconstructs eight of the most commonly used acoustic indices to facilitate consistent application across the discipline. We break the acoustic indices calculations down into easy-to-follow steps to better enable practical application and critical interpretation of acoustic indices. We demonstrate typical soundscape patterns using a suite of 91 example audio recordings: 66 real-world soundscapes from terrestrial, aquatic and subterranean systems around the world, and 25 synthetic files demonstrating archetypal soundscape patterns. Our interpretation figures signpost specific soundscape patterns likely to be reflected in acoustic indices' values.

This RShiny app is a living resource; additional acoustic indices will be added in the future through collaboration with authors of pre-existing and new indices. The app also serves as a best-practice template for the information required when publishing new acoustic indices, so that authors can facilitate the widest possible understanding and uptake of their indices. In turn, improved understanding of acoustic indices will aid effective hypothesis generation, application and interpretation in ecological research, ecosystem monitoring and conservation management.

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Accepted/In Press date: 2 May 2024
Published date: 28 May 2024

Identifiers

Local EPrints ID: 497361
URI: http://eprints.soton.ac.uk/id/eprint/497361
ISSN: 2041-210X
PURE UUID: eca33da0-b6ca-4c9c-97ad-90ac5cb84220

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Date deposited: 21 Jan 2025 17:37
Last modified: 24 Jan 2025 18:24

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Contributors

Author: Tom Bradfer-Lawrence
Author: Brad Duthie
Author: Carlos Abrahams
Author: Benedict Dell
Corporate Author: et al.

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