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Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap

SIMPLE SUMMARY: In a pig farm, it is challenging for the farm caretaker to monitor the health and well-being status of all animals in a continuous manner throughout the day. Automated tools are needed to remotely monitor all the pigs on the farm and provide early alerts to the farm caretaker for sit...

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Autores principales: Pandey, Santosh, Kalwa, Upender, Kong, Taejoon, Guo, Baoqing, Gauger, Phillip C., Peters, David J., Yoon, Kyoung-Jin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8466302/
https://www.ncbi.nlm.nih.gov/pubmed/34573631
http://dx.doi.org/10.3390/ani11092665
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author Pandey, Santosh
Kalwa, Upender
Kong, Taejoon
Guo, Baoqing
Gauger, Phillip C.
Peters, David J.
Yoon, Kyoung-Jin
author_facet Pandey, Santosh
Kalwa, Upender
Kong, Taejoon
Guo, Baoqing
Gauger, Phillip C.
Peters, David J.
Yoon, Kyoung-Jin
author_sort Pandey, Santosh
collection PubMed
description SIMPLE SUMMARY: In a pig farm, it is challenging for the farm caretaker to monitor the health and well-being status of all animals in a continuous manner throughout the day. Automated tools are needed to remotely monitor all the pigs on the farm and provide early alerts to the farm caretaker for situations that need immediate attention. With this goal, we developed a sensor board that can be mounted on the ears of individual pigs to generate data on the animal’s activity, vocalization, and temperature. The generated data will be used to develop machine learning models to classify the behavioral traits associated with each animal over a testing period. A number of factors influencing the technology adoption by farm caretakers are also discussed. ABSTRACT: Precision swine production can benefit from autonomous, noninvasive, and affordable devices that conduct frequent checks on the well-being status of pigs. Here, we present a remote monitoring tool for the objective measurement of some behavioral indicators that may help in assessing the health and welfare status—namely, posture, gait, vocalization, and external temperature. The multiparameter electronic sensor board is characterized by laboratory measurements and by animal tests. Relevant behavioral health indicators are discussed for implementing machine learning algorithms and decision support tools to detect animal lameness, lethargy, pain, injury, and distress. The roadmap for technology adoption is also discussed, along with challenges and the path forward. The presented technology can potentially lead to efficient management of farm animals, targeted focus on sick animals, medical cost savings, and less use of antibiotics.
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spelling pubmed-84663022021-09-27 Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap Pandey, Santosh Kalwa, Upender Kong, Taejoon Guo, Baoqing Gauger, Phillip C. Peters, David J. Yoon, Kyoung-Jin Animals (Basel) Communication SIMPLE SUMMARY: In a pig farm, it is challenging for the farm caretaker to monitor the health and well-being status of all animals in a continuous manner throughout the day. Automated tools are needed to remotely monitor all the pigs on the farm and provide early alerts to the farm caretaker for situations that need immediate attention. With this goal, we developed a sensor board that can be mounted on the ears of individual pigs to generate data on the animal’s activity, vocalization, and temperature. The generated data will be used to develop machine learning models to classify the behavioral traits associated with each animal over a testing period. A number of factors influencing the technology adoption by farm caretakers are also discussed. ABSTRACT: Precision swine production can benefit from autonomous, noninvasive, and affordable devices that conduct frequent checks on the well-being status of pigs. Here, we present a remote monitoring tool for the objective measurement of some behavioral indicators that may help in assessing the health and welfare status—namely, posture, gait, vocalization, and external temperature. The multiparameter electronic sensor board is characterized by laboratory measurements and by animal tests. Relevant behavioral health indicators are discussed for implementing machine learning algorithms and decision support tools to detect animal lameness, lethargy, pain, injury, and distress. The roadmap for technology adoption is also discussed, along with challenges and the path forward. The presented technology can potentially lead to efficient management of farm animals, targeted focus on sick animals, medical cost savings, and less use of antibiotics. MDPI 2021-09-10 /pmc/articles/PMC8466302/ /pubmed/34573631 http://dx.doi.org/10.3390/ani11092665 Text en © 2021 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 Communication
Pandey, Santosh
Kalwa, Upender
Kong, Taejoon
Guo, Baoqing
Gauger, Phillip C.
Peters, David J.
Yoon, Kyoung-Jin
Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title_full Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title_fullStr Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title_full_unstemmed Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title_short Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap
title_sort behavioral monitoring tool for pig farmers: ear tag sensors, machine intelligence, and technology adoption roadmap
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8466302/
https://www.ncbi.nlm.nih.gov/pubmed/34573631
http://dx.doi.org/10.3390/ani11092665
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