Wearable device to monitor sheep behavior.

Campiotti, María Victoria - Finozzi, Nicolás Eduardo - Irazoqui, Juan Diego - Cabrera, Varinia - Ungerfeld, Rodolfo - Oreggioni, Julián

Resumen:

Monitoring sheep activity can be crucial for improving productivity and animal welfare. This work presents the design, manufacture, and test of a collar-type device to monitor sheep behavior. The device consists of an MSP-EXP432P401R microcontroller from Texas Instruments, a Bosch Sensortec´s BMI160 3-axis accelerometer, and a narrowband-IoT BG96 modem from Quectel that includes a global positioning system. The device has two operating modes: 1) validation mode (VM) to test and validate algorithms for characterizing sheep activity and 2) research mode (RM) to support multiday animal experiments to study their behavior. In VM, it sends accelerometer data, the animal?s state (run, walk, stand, or head down), and the location to the Central System every 20 s. VM has an autonomy of 51 h. In RM, the device transmits the animal?s state and the location every 2 or more minutes to extend the autonomy to more than ten days. The microcontroller identifies the sheep?s states (every 5 s) using real-time accelerometer data processed with an algorithm based on the linear discriminant analysis method. We trained a classifier on a PC using a public dataset, and then we ported it to the microcontroller. Preliminary tests show that the sheep?s state identification has a prediction success rate of 88%, opening exciting possibilities for developing an applicable device.


Detalles Bibliográficos
2023
Este trabajo ha sido parcialmente financiado por el CSIC y el CAP, ambos de la Universidad de la República, Uruguay (UdelaR)
Accelerometers
Microcontrollers
Global navigation satellite system
Modems
Behavioral sciences
Animals
TCPIP
Accelerometer signal processing
Animal behavior
Low power embedded application
Sistemas embebidos
Bajo consumo
Procesamiento de señales
Acelerómetro
Comportamiento animal
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/37309
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Campiotti, María Victoria
author2 Finozzi, Nicolás Eduardo
Irazoqui, Juan Diego
Cabrera, Varinia
Ungerfeld, Rodolfo
Oreggioni, Julián
author2_role author
author
author
author
author
author_facet Campiotti, María Victoria
Finozzi, Nicolás Eduardo
Irazoqui, Juan Diego
Cabrera, Varinia
Ungerfeld, Rodolfo
Oreggioni, Julián
author_role author
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dc.contributor.filiacion.none.fl_str_mv Campiotti María Victoria, Universidad de la República (Uruguay). Facultad de Ingeniería.
Finozzi Nicolás Eduardo, Universidad de la República (Uruguay). Facultad de Ingeniería.
Irazoqui Juan Diego, Universidad de la República (Uruguay). Facultad de Ingeniería.
Cabrera Varinia, Universidad de la República (Uruguay). Facultad de Ingeniería.
Ungerfeld Rodolfo, Universidad de la República (Uruguay). Facultad de Veterinaria.
Oreggioni Julián, Universidad de la República (Uruguay). Facultad de Ingeniería.
dc.coverage.spatial.es.fl_str_mv Uruguay
dc.creator.none.fl_str_mv Campiotti, María Victoria
Finozzi, Nicolás Eduardo
Irazoqui, Juan Diego
Cabrera, Varinia
Ungerfeld, Rodolfo
Oreggioni, Julián
dc.date.accessioned.none.fl_str_mv 2023-05-29T21:57:03Z
dc.date.available.none.fl_str_mv 2023-05-29T21:57:03Z
dc.date.issued.none.fl_str_mv 2023
dc.description.abstract.none.fl_txt_mv Monitoring sheep activity can be crucial for improving productivity and animal welfare. This work presents the design, manufacture, and test of a collar-type device to monitor sheep behavior. The device consists of an MSP-EXP432P401R microcontroller from Texas Instruments, a Bosch Sensortec´s BMI160 3-axis accelerometer, and a narrowband-IoT BG96 modem from Quectel that includes a global positioning system. The device has two operating modes: 1) validation mode (VM) to test and validate algorithms for characterizing sheep activity and 2) research mode (RM) to support multiday animal experiments to study their behavior. In VM, it sends accelerometer data, the animal?s state (run, walk, stand, or head down), and the location to the Central System every 20 s. VM has an autonomy of 51 h. In RM, the device transmits the animal?s state and the location every 2 or more minutes to extend the autonomy to more than ten days. The microcontroller identifies the sheep?s states (every 5 s) using real-time accelerometer data processed with an algorithm based on the linear discriminant analysis method. We trained a classifier on a PC using a public dataset, and then we ported it to the microcontroller. Preliminary tests show that the sheep?s state identification has a prediction success rate of 88%, opening exciting possibilities for developing an applicable device.
dc.description.es.fl_txt_mv Los procedimientos experimentales con animales descritos en este artículo fueron aprobados por el Comité de Ética, Facultad de Veterinaria, UdelaR.
Trabajo presentado a IEEE Embedded Systems Letters, vol. 15, no 2, jun 2023, pp. 89-92
dc.description.sponsorship.none.fl_txt_mv Este trabajo ha sido parcialmente financiado por el CSIC y el CAP, ambos de la Universidad de la República, Uruguay (UdelaR)
dc.format.extent.es.fl_str_mv 4 p.
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dc.identifier.citation.es.fl_str_mv Campiotti, M., Finozzi, N., Irazoqui, J. y otros. Wearable device to monitor sheep behavior [Preprint]. Publicado en: IEEE Embedded Systems Letters. 2023 vol. 15, no. 2, pp. 89-92. DOI: 10.1109/LES.2022.3190305
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/37309
dc.language.iso.none.fl_str_mv en
es
eng
spa
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.es.fl_str_mv Accelerometers
Microcontrollers
Global navigation satellite system
Modems
Behavioral sciences
Animals
TCPIP
Accelerometer signal processing
Animal behavior
Low power embedded application
Sistemas embebidos
Bajo consumo
Procesamiento de señales
Acelerómetro
Comportamiento animal
dc.title.none.fl_str_mv Wearable device to monitor sheep behavior.
dc.type.es.fl_str_mv Preprint
dc.type.none.fl_str_mv info:eu-repo/semantics/preprint
dc.type.version.none.fl_str_mv info:eu-repo/semantics/submittedVersion
description Los procedimientos experimentales con animales descritos en este artículo fueron aprobados por el Comité de Ética, Facultad de Veterinaria, UdelaR.
eu_rights_str_mv openAccess
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identifier_str_mv Campiotti, M., Finozzi, N., Irazoqui, J. y otros. Wearable device to monitor sheep behavior [Preprint]. Publicado en: IEEE Embedded Systems Letters. 2023 vol. 15, no. 2, pp. 89-92. DOI: 10.1109/LES.2022.3190305
instacron_str Universidad de la República
institution Universidad de la República
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network_acronym_str COLIBRI
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oai_identifier_str oai:colibri.udelar.edu.uy:20.500.12008/37309
publishDate 2023
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling Campiotti María Victoria, Universidad de la República (Uruguay). Facultad de Ingeniería.Finozzi Nicolás Eduardo, Universidad de la República (Uruguay). Facultad de Ingeniería.Irazoqui Juan Diego, Universidad de la República (Uruguay). Facultad de Ingeniería.Cabrera Varinia, Universidad de la República (Uruguay). Facultad de Ingeniería.Ungerfeld Rodolfo, Universidad de la República (Uruguay). Facultad de Veterinaria.Oreggioni Julián, Universidad de la República (Uruguay). Facultad de Ingeniería.Uruguay2023-05-29T21:57:03Z2023-05-29T21:57:03Z2023Campiotti, M., Finozzi, N., Irazoqui, J. y otros. Wearable device to monitor sheep behavior [Preprint]. Publicado en: IEEE Embedded Systems Letters. 2023 vol. 15, no. 2, pp. 89-92. DOI: 10.1109/LES.2022.3190305https://hdl.handle.net/20.500.12008/37309Los procedimientos experimentales con animales descritos en este artículo fueron aprobados por el Comité de Ética, Facultad de Veterinaria, UdelaR.Trabajo presentado a IEEE Embedded Systems Letters, vol. 15, no 2, jun 2023, pp. 89-92Monitoring sheep activity can be crucial for improving productivity and animal welfare. This work presents the design, manufacture, and test of a collar-type device to monitor sheep behavior. The device consists of an MSP-EXP432P401R microcontroller from Texas Instruments, a Bosch Sensortec´s BMI160 3-axis accelerometer, and a narrowband-IoT BG96 modem from Quectel that includes a global positioning system. The device has two operating modes: 1) validation mode (VM) to test and validate algorithms for characterizing sheep activity and 2) research mode (RM) to support multiday animal experiments to study their behavior. In VM, it sends accelerometer data, the animal?s state (run, walk, stand, or head down), and the location to the Central System every 20 s. VM has an autonomy of 51 h. In RM, the device transmits the animal?s state and the location every 2 or more minutes to extend the autonomy to more than ten days. The microcontroller identifies the sheep?s states (every 5 s) using real-time accelerometer data processed with an algorithm based on the linear discriminant analysis method. We trained a classifier on a PC using a public dataset, and then we ported it to the microcontroller. Preliminary tests show that the sheep?s state identification has a prediction success rate of 88%, opening exciting possibilities for developing an applicable device.Submitted by Ribeiro Jorge (jribeiro@fing.edu.uy) on 2023-05-27T19:19:33Z No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) CFICUO23.PDF: 1099509 bytes, checksum: d238c7fb09d37e807cb854c96d1ad2ba (MD5)Approved for entry into archive by Berón Cecilia (cberon@fing.edu.uy) on 2023-05-29T19:28:39Z (GMT) No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) CFICUO23.PDF: 1099509 bytes, checksum: d238c7fb09d37e807cb854c96d1ad2ba (MD5)Made available in DSpace by Seroubian Mabel (mabel.seroubian@seciu.edu.uy) on 2023-05-29T21:57:03Z (GMT). No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) CFICUO23.PDF: 1099509 bytes, checksum: d238c7fb09d37e807cb854c96d1ad2ba (MD5) Previous issue date: 2023Este trabajo ha sido parcialmente financiado por el CSIC y el CAP, ambos de la Universidad de la República, Uruguay (UdelaR)4 p.application/pdfenesengspaLas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)AccelerometersMicrocontrollersGlobal navigation satellite systemModemsBehavioral sciencesAnimalsTCPIPAccelerometer signal processingAnimal behaviorLow power embedded applicationSistemas embebidosBajo consumoProcesamiento de señalesAcelerómetroComportamiento animalWearable device to monitor sheep behavior.Preprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaCampiotti, María VictoriaFinozzi, Nicolás EduardoIrazoqui, Juan DiegoCabrera, VariniaUngerfeld, RodolfoOreggioni, JuliánLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/37309/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; 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- Universidad de la Repúblicafalse
spellingShingle Wearable device to monitor sheep behavior.
Campiotti, María Victoria
Accelerometers
Microcontrollers
Global navigation satellite system
Modems
Behavioral sciences
Animals
TCPIP
Accelerometer signal processing
Animal behavior
Low power embedded application
Sistemas embebidos
Bajo consumo
Procesamiento de señales
Acelerómetro
Comportamiento animal
status_str submittedVersion
title Wearable device to monitor sheep behavior.
title_full Wearable device to monitor sheep behavior.
title_fullStr Wearable device to monitor sheep behavior.
title_full_unstemmed Wearable device to monitor sheep behavior.
title_short Wearable device to monitor sheep behavior.
title_sort Wearable device to monitor sheep behavior.
topic Accelerometers
Microcontrollers
Global navigation satellite system
Modems
Behavioral sciences
Animals
TCPIP
Accelerometer signal processing
Animal behavior
Low power embedded application
Sistemas embebidos
Bajo consumo
Procesamiento de señales
Acelerómetro
Comportamiento animal
url https://hdl.handle.net/20.500.12008/37309