Inline mastitis detection system measuring the electrical conductivity of quarter milk.
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.
2020 | |
Component Formatting Style Styling Insert Temperature sensors Mathematical model Dairy products Conductivity Cows Conductivity measurement Temperature measurement |
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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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collection | COLIBRI |
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. |
dc.format.extent.es.fl_str_mv | 8 p. |
dc.format.mimetype.es.fl_str_mv | application/pdf |
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 Formatting Style Styling Insert 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 |
dc.type.none.fl_str_mv | info:eu-repo/semantics/conferenceObject |
dc.type.version.none.fl_str_mv | info:eu-repo/semantics/publishedVersion |
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. |
eu_rights_str_mv | openAccess |
format | conferenceObject |
id | COLIBRI_984406969172ab1880162276ffcce87d |
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 |
instname_str | Universidad de la República |
language | eng |
language_invalid_str_mv | en |
network_acronym_str | COLIBRI |
network_name_str | COLIBRI |
oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/25268 |
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 |
repository_id_str | 4771 |
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 |