Inline mastitis detection system measuring the electrical conductivity of quarter milk.

Vique, Fabián - Marichal, Henry - Steinfeld, Leonardo

Resumen:

Dairy profitability depends on the quantity and quality of the produced milk. Bovine mastitis is the infection of udder tissues of cows that reduces both, and therefore it causes considerable economic damage to milk producers. Nowadays, the most widely adopted method to detect mastitis is by determining the somatic cell count per milliliter of milk. However, it requires qualified personnel and sometimes the results take a long time to be available, hampering an effective solution. The electrical conductivity of the milk could also be used, but if the test is done manually by an operator neither is effective, since affects the normal operation of the parlour. In this work we propose a mastitis detection system based on the measuring of the electrical conductivity of the milk of each quarter during the milking. A new milking claw is designed to include the conductivity traducers inside it, which are connected to the rest of the measuring unit. As a result, the only necessary modification to the milking machine is to replace the original milking claw with the new one. The system also includes a central unit to process conductivity samples sent by each measuring unit to determine if a cow has mastitis or not. A prototype is successfully tested in field, obtaining a precision of 65% and a recall of 64% for infected cows, approaching to the state of the art. Nevertheless, our approach is, to the best of our knowledge, the first proposal that allows a cost-effective solution since it can be integrated to existing milking machines and capable of issuing early warnings.


Detalles Bibliográficos
2020
Component
Formatting
Style
Styling
Insert
Temperature sensors
Mathematical model
Dairy products
Conductivity
Cows
Conductivity measurement
Temperature measurement
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/25268
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Vique, Fabián
author2 Marichal, Henry
Steinfeld, Leonardo
author2_role author
author
author_facet Vique, Fabián
Marichal, Henry
Steinfeld, Leonardo
author_role author
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dc.contributor.filiacion.none.fl_str_mv Vique Fabián, Universidad de la República (Uruguay). Facultad de Ingeniería.
Marichal Henry, Universidad de la República (Uruguay). Facultad de Ingeniería.
Steinfeld Leonardo, Universidad de la República (Uruguay). Facultad de Ingeniería.
dc.creator.none.fl_str_mv Vique, Fabián
Marichal, Henry
Steinfeld, Leonardo
dc.date.accessioned.none.fl_str_mv 2020-09-14T18:12:24Z
dc.date.available.none.fl_str_mv 2020-09-14T18:12:24Z
dc.date.issued.none.fl_str_mv 2020
dc.description.abstract.none.fl_txt_mv Dairy profitability depends on the quantity and quality of the produced milk. Bovine mastitis is the infection of udder tissues of cows that reduces both, and therefore it causes considerable economic damage to milk producers. Nowadays, the most widely adopted method to detect mastitis is by determining the somatic cell count per milliliter of milk. However, it requires qualified personnel and sometimes the results take a long time to be available, hampering an effective solution. The electrical conductivity of the milk could also be used, but if the test is done manually by an operator neither is effective, since affects the normal operation of the parlour. In this work we propose a mastitis detection system based on the measuring of the electrical conductivity of the milk of each quarter during the milking. A new milking claw is designed to include the conductivity traducers inside it, which are connected to the rest of the measuring unit. As a result, the only necessary modification to the milking machine is to replace the original milking claw with the new one. The system also includes a central unit to process conductivity samples sent by each measuring unit to determine if a cow has mastitis or not. A prototype is successfully tested in field, obtaining a precision of 65% and a recall of 64% for infected cows, approaching to the state of the art. Nevertheless, our approach is, to the best of our knowledge, the first proposal that allows a cost-effective solution since it can be integrated to existing milking machines and capable of issuing early warnings.
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dc.identifier.citation.es.fl_str_mv Vique, F., Marichal, H. y Steinfeld, L. Inline mastitis detection system measuring the electrical conductivity of quarter milk [en línea] EN: 2020 IEEE International Conference on Industrial Technology (ICIT), Buenos Aires, Argentina, 26-28 feb. Piscataway, NJ : IEEE, 2020. 8 p. DOI: 10.1109/ICIT45562.2020.9067172.
dc.identifier.doi.none.fl_str_mv 10.1109/ICIT45562.2020.9067172
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/25268
dc.language.iso.none.fl_str_mv en
eng
dc.publisher.es.fl_str_mv IEEE
dc.relation.ispartof.es.fl_str_mv 2020 IEEE International Conference on Industrial Technology (ICIT), Buenos Aires, Argentina, 26-28 feb., pp. 777-784
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.en.fl_str_mv Component
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Temperature sensors
Mathematical model
Dairy products
Conductivity
Cows
Conductivity measurement
Temperature measurement
dc.title.none.fl_str_mv Inline mastitis detection system measuring the electrical conductivity of quarter milk.
dc.type.es.fl_str_mv Ponencia
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description Dairy profitability depends on the quantity and quality of the produced milk. Bovine mastitis is the infection of udder tissues of cows that reduces both, and therefore it causes considerable economic damage to milk producers. Nowadays, the most widely adopted method to detect mastitis is by determining the somatic cell count per milliliter of milk. However, it requires qualified personnel and sometimes the results take a long time to be available, hampering an effective solution. The electrical conductivity of the milk could also be used, but if the test is done manually by an operator neither is effective, since affects the normal operation of the parlour. In this work we propose a mastitis detection system based on the measuring of the electrical conductivity of the milk of each quarter during the milking. A new milking claw is designed to include the conductivity traducers inside it, which are connected to the rest of the measuring unit. As a result, the only necessary modification to the milking machine is to replace the original milking claw with the new one. The system also includes a central unit to process conductivity samples sent by each measuring unit to determine if a cow has mastitis or not. A prototype is successfully tested in field, obtaining a precision of 65% and a recall of 64% for infected cows, approaching to the state of the art. Nevertheless, our approach is, to the best of our knowledge, the first proposal that allows a cost-effective solution since it can be integrated to existing milking machines and capable of issuing early warnings.
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identifier_str_mv Vique, F., Marichal, H. y Steinfeld, L. Inline mastitis detection system measuring the electrical conductivity of quarter milk [en línea] EN: 2020 IEEE International Conference on Industrial Technology (ICIT), Buenos Aires, Argentina, 26-28 feb. Piscataway, NJ : IEEE, 2020. 8 p. DOI: 10.1109/ICIT45562.2020.9067172.
10.1109/ICIT45562.2020.9067172
instacron_str Universidad de la República
institution Universidad de la República
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language_invalid_str_mv en
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publishDate 2020
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
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rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling Vique Fabián, Universidad de la República (Uruguay). Facultad de Ingeniería.Marichal Henry, Universidad de la República (Uruguay). Facultad de Ingeniería.Steinfeld Leonardo, Universidad de la República (Uruguay). Facultad de Ingeniería.2020-09-14T18:12:24Z2020-09-14T18:12:24Z2020Vique, F., Marichal, H. y Steinfeld, L. Inline mastitis detection system measuring the electrical conductivity of quarter milk [en línea] EN: 2020 IEEE International Conference on Industrial Technology (ICIT), Buenos Aires, Argentina, 26-28 feb. Piscataway, NJ : IEEE, 2020. 8 p. DOI: 10.1109/ICIT45562.2020.9067172.https://hdl.handle.net/20.500.12008/2526810.1109/ICIT45562.2020.9067172Dairy profitability depends on the quantity and quality of the produced milk. Bovine mastitis is the infection of udder tissues of cows that reduces both, and therefore it causes considerable economic damage to milk producers. Nowadays, the most widely adopted method to detect mastitis is by determining the somatic cell count per milliliter of milk. However, it requires qualified personnel and sometimes the results take a long time to be available, hampering an effective solution. The electrical conductivity of the milk could also be used, but if the test is done manually by an operator neither is effective, since affects the normal operation of the parlour. In this work we propose a mastitis detection system based on the measuring of the electrical conductivity of the milk of each quarter during the milking. A new milking claw is designed to include the conductivity traducers inside it, which are connected to the rest of the measuring unit. As a result, the only necessary modification to the milking machine is to replace the original milking claw with the new one. The system also includes a central unit to process conductivity samples sent by each measuring unit to determine if a cow has mastitis or not. A prototype is successfully tested in field, obtaining a precision of 65% and a recall of 64% for infected cows, approaching to the state of the art. Nevertheless, our approach is, to the best of our knowledge, the first proposal that allows a cost-effective solution since it can be integrated to existing milking machines and capable of issuing early warnings.Submitted by Ribeiro Jorge (jribeiro@fing.edu.uy) on 2020-09-03T21:45:55Z No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) VMS20.pdf: 1673673 bytes, checksum: 4249c0a690c582297c732ed4f5ed634d (MD5)Approved for entry into archive by Machado Jimena (jmachado@fing.edu.uy) on 2020-09-14T17:52:51Z (GMT) No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) VMS20.pdf: 1673673 bytes, checksum: 4249c0a690c582297c732ed4f5ed634d (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@fic.edu.uy) on 2020-09-14T18:12:24Z (GMT). No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) VMS20.pdf: 1673673 bytes, checksum: 4249c0a690c582297c732ed4f5ed634d (MD5) Previous issue date: 20208 p.application/pdfenengIEEE2020 IEEE International Conference on Industrial Technology (ICIT), Buenos Aires, Argentina, 26-28 feb., pp. 777-784Las 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. 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- Universidad de la Repúblicafalse
spellingShingle Inline mastitis detection system measuring the electrical conductivity of quarter milk.
Vique, Fabián
Component
Formatting
Style
Styling
Insert
Temperature sensors
Mathematical model
Dairy products
Conductivity
Cows
Conductivity measurement
Temperature measurement
status_str publishedVersion
title Inline mastitis detection system measuring the electrical conductivity of quarter milk.
title_full Inline mastitis detection system measuring the electrical conductivity of quarter milk.
title_fullStr Inline mastitis detection system measuring the electrical conductivity of quarter milk.
title_full_unstemmed Inline mastitis detection system measuring the electrical conductivity of quarter milk.
title_short Inline mastitis detection system measuring the electrical conductivity of quarter milk.
title_sort Inline mastitis detection system measuring the electrical conductivity of quarter milk.
topic Component
Formatting
Style
Styling
Insert
Temperature sensors
Mathematical model
Dairy products
Conductivity
Cows
Conductivity measurement
Temperature measurement
url https://hdl.handle.net/20.500.12008/25268