Wearable device to monitor sheep behavior.
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.
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 |
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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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collection | COLIBRI |
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. |
dc.format.mimetype.es.fl_str_mv | application/pdf |
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 |
format | preprint |
id | COLIBRI_9a4e4d7f39f00378716ed8bee9a62f4f |
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 |
instname_str | Universidad de la República |
language | eng spa |
language_invalid_str_mv | en es |
network_acronym_str | COLIBRI |
network_name_str | COLIBRI |
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 |