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Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm
SIMPLE SUMMARY: Measuring animal activity and its evolution in real time is one way of assessing animal welfare. Passive infrared sensors are a low-cost solution used in weaned piglet farming that has correlated well with human observation. In addition, using other easily measured variables that pro...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603669/ https://www.ncbi.nlm.nih.gov/pubmed/37893981 http://dx.doi.org/10.3390/ani13203257 |
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author | Fernández, Maria D. Besteiro, Roberto Arango, Tamara Rodríguez, Manuel R. |
author_facet | Fernández, Maria D. Besteiro, Roberto Arango, Tamara Rodríguez, Manuel R. |
author_sort | Fernández, Maria D. |
collection | PubMed |
description | SIMPLE SUMMARY: Measuring animal activity and its evolution in real time is one way of assessing animal welfare. Passive infrared sensors are a low-cost solution used in weaned piglet farming that has correlated well with human observation. In addition, using other easily measured variables that provide data about animal activity in the building, such as illuminance or noise level, is also relevant. This paper establishes relationships between animal activity as measured by passive infrared sensors, illuminance and noise levels on a conventional weaned piglet farm. Fitting a cosine model to three harmonics of animal activity has proven effective in modelling these three variables. Noise level and illuminance are easily measured variables that can provide reliable information about animal activity by implementing only one sensor, a sonometer or a lux meter. Unlike passive infrared sensors, sonometers and lux meters are not affected by the physical barriers that divide the farm. ABSTRACT: Measuring animal activity and its evolution in real time is useful for animal welfare assessment. In addition, illuminance and noise level are two factors that can improve our understanding of animal activity. This study aims to establish relationships between animal activity as measured by passive infrared sensors, and both illuminance and noise level on a conventional weaned piglet farm. First, regression models were applied, and then cosine models with three harmonics were developed using least squares with a Generalized Reduced Gradient Nonlinear method. Finally, all the models were validated. Linear models showed positive correlations, with values between 0.40 and 0.56. Cosine models drew clear patterns of daily animal activity, illuminance and noise level with two peaks, one in the morning and one in the afternoon, coinciding with human activity inside the building, with a preference for inactivity at night-time and around midday. Cosine model fitting revealed strong correlations, both in the measurement and validation periods, for animal activity (R = 0.97 and 0.92), illuminance (R = 0.95 and 0.91) and noise level (R = 0.99 and 0.92). The developed models could be easily implemented in animal welfare monitoring systems and could provide useful information about animal activity through continuous monitoring of illuminance or noise levels. |
format | Online Article Text |
id | pubmed-10603669 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-106036692023-10-28 Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm Fernández, Maria D. Besteiro, Roberto Arango, Tamara Rodríguez, Manuel R. Animals (Basel) Article SIMPLE SUMMARY: Measuring animal activity and its evolution in real time is one way of assessing animal welfare. Passive infrared sensors are a low-cost solution used in weaned piglet farming that has correlated well with human observation. In addition, using other easily measured variables that provide data about animal activity in the building, such as illuminance or noise level, is also relevant. This paper establishes relationships between animal activity as measured by passive infrared sensors, illuminance and noise levels on a conventional weaned piglet farm. Fitting a cosine model to three harmonics of animal activity has proven effective in modelling these three variables. Noise level and illuminance are easily measured variables that can provide reliable information about animal activity by implementing only one sensor, a sonometer or a lux meter. Unlike passive infrared sensors, sonometers and lux meters are not affected by the physical barriers that divide the farm. ABSTRACT: Measuring animal activity and its evolution in real time is useful for animal welfare assessment. In addition, illuminance and noise level are two factors that can improve our understanding of animal activity. This study aims to establish relationships between animal activity as measured by passive infrared sensors, and both illuminance and noise level on a conventional weaned piglet farm. First, regression models were applied, and then cosine models with three harmonics were developed using least squares with a Generalized Reduced Gradient Nonlinear method. Finally, all the models were validated. Linear models showed positive correlations, with values between 0.40 and 0.56. Cosine models drew clear patterns of daily animal activity, illuminance and noise level with two peaks, one in the morning and one in the afternoon, coinciding with human activity inside the building, with a preference for inactivity at night-time and around midday. Cosine model fitting revealed strong correlations, both in the measurement and validation periods, for animal activity (R = 0.97 and 0.92), illuminance (R = 0.95 and 0.91) and noise level (R = 0.99 and 0.92). The developed models could be easily implemented in animal welfare monitoring systems and could provide useful information about animal activity through continuous monitoring of illuminance or noise levels. MDPI 2023-10-19 /pmc/articles/PMC10603669/ /pubmed/37893981 http://dx.doi.org/10.3390/ani13203257 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 Fernández, Maria D. Besteiro, Roberto Arango, Tamara Rodríguez, Manuel R. Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title | Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title_full | Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title_fullStr | Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title_full_unstemmed | Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title_short | Modelling of Animal Activity, Illuminance, and Noise on a Weaned Piglet Farm |
title_sort | modelling of animal activity, illuminance, and noise on a weaned piglet farm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10603669/ https://www.ncbi.nlm.nih.gov/pubmed/37893981 http://dx.doi.org/10.3390/ani13203257 |
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