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Identifying livestock behavior patterns based on accelerometer dataset

delete2020-03-01
delete23
PRE
AI
D
Domingo S. Rodríguez–Baena
F
Francisco Gómez-Vela *
M
Miguel García-Torres
F
Federico Divina
C
Carlos D. Barranco
N
Norberto Díaz–Díaz
M
Manuel Jimenez
G
Gema Montalvo
DOI:10.1016/j.jocs.2020.101076delete
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摘要

摘要

En 中文
In large livestock farming it would be beneficial to be able to automatically detect behaviors in animals. In fact, this would allow to estimate the health status of individuals, providing valuable insight to stock raisers. Traditionally this process has been carried out manually, relying only on the experience of the breeders. Such an approach is effective for a small number of individuals. However, in large breeding farms this may not represent the best approach, since, in this way, not all the animals can be effectively monitored all the time. Moreover, the traditional approach heavily rely on human experience, which cannot be always taken for granted. To this aim, in this paper, we propose a new method for automatically detecting activity and inactivity time periods of animals, as a behavior indicator of livestock. In order to do this, we collected data with sensors located in the body of the animals to be analyzed. In particular, the reliability of the method was tested with data collected on Iberian pigs and calves. Results confirm that the proposed method can help breeders in detecting activity and inactivity periods for large livestock farming. (C) 2020 Elsevier B.V. All rights reserved.
Keyword:
Time series processing
Livestock activity
Pattern recognition
Accelerometer dataset
Data loggers
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Nature Computational Science 封面图
Nature Computational Science
IF:
18.3
论文数:
3.1K
被引数:
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机构

U
Universidad Pablo de Olavide
学者数:
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论文数: 3.0K
被引数: 4.4K
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