Discerning pig screams in production environments.

Pig vocalisations convey information about their current state of health and welfare. Continuously monitoring these vocalisations can provide useful information for the farmer. For instance, pig screams can indicate stressful situations. When monitoring screams, other sounds can interfere with screa...

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Main Authors: J Vandermeulen, C Bahr, E Tullo, I Fontana, S Ott, M Kashiha, M Guarino, C P H Moons, F A M Tuyttens, T A Niewold, D Berckmans
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4414550?pdf=render
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spelling doaj-21be0694c3344e65b71f3bbb0c19d6922020-11-24T21:27:11ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01104e012311110.1371/journal.pone.0123111Discerning pig screams in production environments.J VandermeulenC BahrE TulloI FontanaS OttM KashihaM GuarinoC P H MoonsF A M TuyttensT A NiewoldD BerckmansPig vocalisations convey information about their current state of health and welfare. Continuously monitoring these vocalisations can provide useful information for the farmer. For instance, pig screams can indicate stressful situations. When monitoring screams, other sounds can interfere with scream detection. Therefore, identifying screams from other sounds is essential. The objective of this study was to understand which sound features define a scream. Therefore, a method to detect screams based on sound features with physical meaning and explicit rules was developed. To achieve this, 7 hours of labelled data from 24 pigs was used. The developed detection method attained 72% sensitivity, 91% specificity and 83% precision. As a result, the detection method showed that screams contain the following features discerning them from other sounds: a formant structure, adequate power, high frequency content, sufficient variability and duration.http://europepmc.org/articles/PMC4414550?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author J Vandermeulen
C Bahr
E Tullo
I Fontana
S Ott
M Kashiha
M Guarino
C P H Moons
F A M Tuyttens
T A Niewold
D Berckmans
spellingShingle J Vandermeulen
C Bahr
E Tullo
I Fontana
S Ott
M Kashiha
M Guarino
C P H Moons
F A M Tuyttens
T A Niewold
D Berckmans
Discerning pig screams in production environments.
PLoS ONE
author_facet J Vandermeulen
C Bahr
E Tullo
I Fontana
S Ott
M Kashiha
M Guarino
C P H Moons
F A M Tuyttens
T A Niewold
D Berckmans
author_sort J Vandermeulen
title Discerning pig screams in production environments.
title_short Discerning pig screams in production environments.
title_full Discerning pig screams in production environments.
title_fullStr Discerning pig screams in production environments.
title_full_unstemmed Discerning pig screams in production environments.
title_sort discerning pig screams in production environments.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description Pig vocalisations convey information about their current state of health and welfare. Continuously monitoring these vocalisations can provide useful information for the farmer. For instance, pig screams can indicate stressful situations. When monitoring screams, other sounds can interfere with scream detection. Therefore, identifying screams from other sounds is essential. The objective of this study was to understand which sound features define a scream. Therefore, a method to detect screams based on sound features with physical meaning and explicit rules was developed. To achieve this, 7 hours of labelled data from 24 pigs was used. The developed detection method attained 72% sensitivity, 91% specificity and 83% precision. As a result, the detection method showed that screams contain the following features discerning them from other sounds: a formant structure, adequate power, high frequency content, sufficient variability and duration.
url http://europepmc.org/articles/PMC4414550?pdf=render
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