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Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows
Feeding behaviour can be used as an important indicator to support animal management. However, using feeding behaviour as a tool for dairy cow management an automatic sensor system is needed. Hence, the objective of this study was to setup, test and validate a ultra-high frequency (UHF) radio-freque...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764485/ https://www.ncbi.nlm.nih.gov/pubmed/33316897 http://dx.doi.org/10.3390/s20247035 |
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author | Adrion, Felix Keller, Markus Bozzolini, Giulia Bianca Umstatter, Christina |
author_facet | Adrion, Felix Keller, Markus Bozzolini, Giulia Bianca Umstatter, Christina |
author_sort | Adrion, Felix |
collection | PubMed |
description | Feeding behaviour can be used as an important indicator to support animal management. However, using feeding behaviour as a tool for dairy cow management an automatic sensor system is needed. Hence, the objective of this study was to setup, test and validate a ultra-high frequency (UHF) radio-frequency identification (RFID) system for measuring time dairy cows spent at the feed fence using two types of passive UHF ear tags. In a first experiment, the reading area of the system was evaluated in two antenna positions. Subsequently, the UHF RFID system was validated with video observations and compared to the measurements of chewing time of a noseband pressure sensor and of the time spent at the feed fence registered by a sensor system with real-time localisation. Differences in the reading area were detected between the two antenna positions and types of ear tag. The antenna position leading to less false positive registrations was chosen for the experiment with cows. The validation with video data showed a high average sensitivity (93.7 ± 5.6%, mean ± standard deviation), specificity (97.8 ± 1.1%), precision (93.8 ± 2.3%) and accuracy (96.9 ± 0.9%) of the UHF RFID system for measuring the time spent at the feed fence. The comparison with the noseband pressure sensor and the real-time localisation resulted in high correlations with a correlation coefficient of r = 0.95 and r = 0.93, respectively. However, substantial absolute differences between the three systems pointed out differences between direct and indirect measures of feeding behaviour in general and between the different sensors in particular. Thus, detailed considerations are necessary before interpreting automatically measured feeding data generally. |
format | Online Article Text |
id | pubmed-7764485 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77644852020-12-27 Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows Adrion, Felix Keller, Markus Bozzolini, Giulia Bianca Umstatter, Christina Sensors (Basel) Article Feeding behaviour can be used as an important indicator to support animal management. However, using feeding behaviour as a tool for dairy cow management an automatic sensor system is needed. Hence, the objective of this study was to setup, test and validate a ultra-high frequency (UHF) radio-frequency identification (RFID) system for measuring time dairy cows spent at the feed fence using two types of passive UHF ear tags. In a first experiment, the reading area of the system was evaluated in two antenna positions. Subsequently, the UHF RFID system was validated with video observations and compared to the measurements of chewing time of a noseband pressure sensor and of the time spent at the feed fence registered by a sensor system with real-time localisation. Differences in the reading area were detected between the two antenna positions and types of ear tag. The antenna position leading to less false positive registrations was chosen for the experiment with cows. The validation with video data showed a high average sensitivity (93.7 ± 5.6%, mean ± standard deviation), specificity (97.8 ± 1.1%), precision (93.8 ± 2.3%) and accuracy (96.9 ± 0.9%) of the UHF RFID system for measuring the time spent at the feed fence. The comparison with the noseband pressure sensor and the real-time localisation resulted in high correlations with a correlation coefficient of r = 0.95 and r = 0.93, respectively. However, substantial absolute differences between the three systems pointed out differences between direct and indirect measures of feeding behaviour in general and between the different sensors in particular. Thus, detailed considerations are necessary before interpreting automatically measured feeding data generally. MDPI 2020-12-09 /pmc/articles/PMC7764485/ /pubmed/33316897 http://dx.doi.org/10.3390/s20247035 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Adrion, Felix Keller, Markus Bozzolini, Giulia Bianca Umstatter, Christina Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title | Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title_full | Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title_fullStr | Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title_full_unstemmed | Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title_short | Setup, Test and Validation of a UHF RFID System for Monitoring Feeding Behaviour of Dairy Cows |
title_sort | setup, test and validation of a uhf rfid system for monitoring feeding behaviour of dairy cows |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764485/ https://www.ncbi.nlm.nih.gov/pubmed/33316897 http://dx.doi.org/10.3390/s20247035 |
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