Staff View: A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers

A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers

Modern methods of monitoring help cow farmers save significantly monitoring time and improve cow health care efficiency. Behavioral changes when cows are sick may include increased or decreased daily activities such as increased lying or decreased walking time. Accelerometer advantages are low power...

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Main Authors:	Tran, Duc-Nghia, Phi Khanh, Phung Cong, Solanki, Vijender Kumar, Tran, Duc-Tan
Format:	Bài trích
Language:	English
Published:	IOS Press 2022
Subjects:	3-DoF Accelerometer
Online Access:	https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs219319 https://dlib.phenikaa-uni.edu.vn/handle/PNK/5892 https://doi.org/10.3233/jifs-219319
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spelling	oai:localhost:PNK-58922022-08-17T05:54:55Z A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers Tran, Duc-Nghia Phi Khanh Phung Cong Solanki, Vijender Kumar Tran, Duc-Tan 3-DoF Accelerometer Modern methods of monitoring help cow farmers save significantly monitoring time and improve cow health care efficiency. Behavioral changes when cows are sick may include increased or decreased daily activities such as increased lying or decreased walking time. Accelerometer advantages are low power consumption, small size, and lightweight. Thus, accelerometers have been widely used to monitor cow behavior. A cow monitoring system usually includes a central processor for receiving and processing information according to a behavioral classification algorithm through the cows’ movements. This paper introduces an effective classification system for Southern Yellow cow behavior using three degrees of freedom (3-DoF) accelerometers. The proposed classifier applied GBDT algorithm (16 seconds window) with five features, offers the good performance while investigating with four Southern Yellow cattle. The classification achievement was assessed and compared to existing ones regarding sensitivity, accuracy, and positive predictive value. 2022-07-13T01:59:50Z 2022-07-13T01:59:50Z 2022 Bài trích https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs219319 https://dlib.phenikaa-uni.edu.vn/handle/PNK/5892 https://doi.org/10.3233/jifs-219319 en IOS Press
institution	Digital Phenikaa
collection	Digital Phenikaa
language	English
topic	3-DoF Accelerometer
spellingShingle	3-DoF Accelerometer Tran, Duc-Nghia Phi Khanh Phung Cong Solanki, Vijender Kumar Tran, Duc-Tan A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
description	Modern methods of monitoring help cow farmers save significantly monitoring time and improve cow health care efficiency. Behavioral changes when cows are sick may include increased or decreased daily activities such as increased lying or decreased walking time. Accelerometer advantages are low power consumption, small size, and lightweight. Thus, accelerometers have been widely used to monitor cow behavior. A cow monitoring system usually includes a central processor for receiving and processing information according to a behavioral classification algorithm through the cows’ movements. This paper introduces an effective classification system for Southern Yellow cow behavior using three degrees of freedom (3-DoF) accelerometers. The proposed classifier applied GBDT algorithm (16 seconds window) with five features, offers the good performance while investigating with four Southern Yellow cattle. The classification achievement was assessed and compared to existing ones regarding sensitivity, accuracy, and positive predictive value.
format	Bài trích
author	Tran, Duc-Nghia Phi Khanh Phung Cong Solanki, Vijender Kumar Tran, Duc-Tan
author_facet	Tran, Duc-Nghia Phi Khanh Phung Cong Solanki, Vijender Kumar Tran, Duc-Tan
author_sort	Tran, Duc-Nghia
title	A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
title_short	A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
title_full	A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
title_fullStr	A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
title_full_unstemmed	A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers
title_sort	robust classification system for southern yellow cow behavior using 3-dof accelerometers
publisher	IOS Press
publishDate	2022
url	https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs219319 https://dlib.phenikaa-uni.edu.vn/handle/PNK/5892 https://doi.org/10.3233/jifs-219319
_version_	1751856317192994816
score	8.881002

A robust classification system for Southern Yellow cow behavior using 3-DoF accelerometers

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