Cargando…

Using Sound Location to Monitor Farrowing in Sows

SIMPLE SUMMARY: Automated monitoring can help farmers care during the farrowing of sows and piglets. Five sows were monitored in two field studies. A sound camera with small microphones showing sounds as coloured spots and a security camera was used to record the farrowing of sows and piglets. First...

Descripción completa

Detalles Bibliográficos
Autores principales: van Erp-van der Kooij, Elaine, de Graaf, Lois F., de Kruijff, Dennis A., Pellegrom, Daphne, de Rooij, Renilda, Welters, Nian I. T., van Poppel, Jeroen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10668711/
https://www.ncbi.nlm.nih.gov/pubmed/38003155
http://dx.doi.org/10.3390/ani13223538
_version_ 1785149169507237888
author van Erp-van der Kooij, Elaine
de Graaf, Lois F.
de Kruijff, Dennis A.
Pellegrom, Daphne
de Rooij, Renilda
Welters, Nian I. T.
van Poppel, Jeroen
author_facet van Erp-van der Kooij, Elaine
de Graaf, Lois F.
de Kruijff, Dennis A.
Pellegrom, Daphne
de Rooij, Renilda
Welters, Nian I. T.
van Poppel, Jeroen
author_sort van Erp-van der Kooij, Elaine
collection PubMed
description SIMPLE SUMMARY: Automated monitoring can help farmers care during the farrowing of sows and piglets. Five sows were monitored in two field studies. A sound camera with small microphones showing sounds as coloured spots and a security camera was used to record the farrowing of sows and piglets. First, sound spots were compared with audible sounds, analysing video data. This gave many false positives, including visible sound spots but no audible sounds. Of piglet births, 23 of 50 piglet births were visible, but none were audible. The sow’s behaviour changed when farrowing started. One piglet was silently crushed. Secondly, data were analysed at a slower speed, and sound spots were compared with sounds and behaviour separately. This resulted in better results, but again, many sound spots showed without audible sound. When adding up audible sounds and visible sow behaviour and comparing sound spots with the combination of sound and behaviour, results were much improved, with an accuracy of 91.2%, an error of 8.8%, a sensitivity of 99.6%, and a specificity of 69.7%. We conclude that sound cameras are promising tools, detecting sounds more accurately than humans. The most promising application for the sound camera is detecting the onset of farrowing. ABSTRACT: Precision Livestock Farming systems can help pig farmers prevent health and welfare issues around farrowing. Five sows were monitored in two field studies. A Sorama L642V sound camera, visualising sound sources as coloured spots using a 64-microphone array, and a Bascom XD10-4 security camera with a built-in microphone were used in a farrowing unit. Firstly, sound spots were compared with audible sounds, using the Observer XT (Noldus Information Technology), analysing video data at normal speed. This gave many false positives, including visible sound spots without audible sounds. In total, 23 of 50 piglet births were visible, but none were audible. The sow’s behaviour changed when farrowing started. One piglet was silently crushed. Secondly, data were analysed at a 10-fold slower speed when comparing sound spots with audible sounds and sow behaviour. This improved results, but accuracy and specificity were still low. When combining audible sound with visible sow behaviour and comparing sound spots with combined sound and behaviour, the accuracy was 91.2%, the error was 8.8%, the sensitivity was 99.6%, and the specificity was 69.7%. We conclude that sound cameras are promising tools, detecting sound more accurately than the human ear. There is potential to use sound cameras to detect the onset of farrowing, but more research is needed to detect piglet births or crushing.
format Online
Article
Text
id pubmed-10668711
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-106687112023-11-16 Using Sound Location to Monitor Farrowing in Sows van Erp-van der Kooij, Elaine de Graaf, Lois F. de Kruijff, Dennis A. Pellegrom, Daphne de Rooij, Renilda Welters, Nian I. T. van Poppel, Jeroen Animals (Basel) Article SIMPLE SUMMARY: Automated monitoring can help farmers care during the farrowing of sows and piglets. Five sows were monitored in two field studies. A sound camera with small microphones showing sounds as coloured spots and a security camera was used to record the farrowing of sows and piglets. First, sound spots were compared with audible sounds, analysing video data. This gave many false positives, including visible sound spots but no audible sounds. Of piglet births, 23 of 50 piglet births were visible, but none were audible. The sow’s behaviour changed when farrowing started. One piglet was silently crushed. Secondly, data were analysed at a slower speed, and sound spots were compared with sounds and behaviour separately. This resulted in better results, but again, many sound spots showed without audible sound. When adding up audible sounds and visible sow behaviour and comparing sound spots with the combination of sound and behaviour, results were much improved, with an accuracy of 91.2%, an error of 8.8%, a sensitivity of 99.6%, and a specificity of 69.7%. We conclude that sound cameras are promising tools, detecting sounds more accurately than humans. The most promising application for the sound camera is detecting the onset of farrowing. ABSTRACT: Precision Livestock Farming systems can help pig farmers prevent health and welfare issues around farrowing. Five sows were monitored in two field studies. A Sorama L642V sound camera, visualising sound sources as coloured spots using a 64-microphone array, and a Bascom XD10-4 security camera with a built-in microphone were used in a farrowing unit. Firstly, sound spots were compared with audible sounds, using the Observer XT (Noldus Information Technology), analysing video data at normal speed. This gave many false positives, including visible sound spots without audible sounds. In total, 23 of 50 piglet births were visible, but none were audible. The sow’s behaviour changed when farrowing started. One piglet was silently crushed. Secondly, data were analysed at a 10-fold slower speed when comparing sound spots with audible sounds and sow behaviour. This improved results, but accuracy and specificity were still low. When combining audible sound with visible sow behaviour and comparing sound spots with combined sound and behaviour, the accuracy was 91.2%, the error was 8.8%, the sensitivity was 99.6%, and the specificity was 69.7%. We conclude that sound cameras are promising tools, detecting sound more accurately than the human ear. There is potential to use sound cameras to detect the onset of farrowing, but more research is needed to detect piglet births or crushing. MDPI 2023-11-16 /pmc/articles/PMC10668711/ /pubmed/38003155 http://dx.doi.org/10.3390/ani13223538 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
van Erp-van der Kooij, Elaine
de Graaf, Lois F.
de Kruijff, Dennis A.
Pellegrom, Daphne
de Rooij, Renilda
Welters, Nian I. T.
van Poppel, Jeroen
Using Sound Location to Monitor Farrowing in Sows
title Using Sound Location to Monitor Farrowing in Sows
title_full Using Sound Location to Monitor Farrowing in Sows
title_fullStr Using Sound Location to Monitor Farrowing in Sows
title_full_unstemmed Using Sound Location to Monitor Farrowing in Sows
title_short Using Sound Location to Monitor Farrowing in Sows
title_sort using sound location to monitor farrowing in sows
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10668711/
https://www.ncbi.nlm.nih.gov/pubmed/38003155
http://dx.doi.org/10.3390/ani13223538
work_keys_str_mv AT vanerpvanderkooijelaine usingsoundlocationtomonitorfarrowinginsows
AT degraafloisf usingsoundlocationtomonitorfarrowinginsows
AT dekruijffdennisa usingsoundlocationtomonitorfarrowinginsows
AT pellegromdaphne usingsoundlocationtomonitorfarrowinginsows
AT derooijrenilda usingsoundlocationtomonitorfarrowinginsows
AT weltersnianit usingsoundlocationtomonitorfarrowinginsows
AT vanpoppeljeroen usingsoundlocationtomonitorfarrowinginsows