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A Pattern-Based Approach for Detecting Pneumatic Failures on Temporary Immersion Bioreactors.
Loyola-González, Octavio; Medina-Pérez, Miguel Angel; Hernández-Tamayo, Dayton; Monroy, Raúl; Carrasco-Ochoa, Jesús Ariel; García-Borroto, Milton.
Afiliação
  • Loyola-González O; Tecnologico de Monterrey, School of Engineering and Science, Vía Atlixcáyotl No. 2301, Reserva Territorial Atlixcáyotl, Puebla 72453, Mexico. octavioloyola@tec.mx.
  • Medina-Pérez MA; Tecnologico de Monterrey, School of Engineering and Science, Carretera al Lago de Guadalupe Km. 3.5, Atizapán, Estado de México 52926, Mexico. migue@tec.mx.
  • Hernández-Tamayo D; Centro de Bioplantas, Universidad de Ciego de Ávila, Carretera a Morón km 9, Ciego de Ávila 69450, Cuba. daytontamayo@gmail.com.
  • Monroy R; Tecnologico de Monterrey, School of Engineering and Science, Carretera al Lago de Guadalupe Km. 3.5, Atizapán, Estado de México 52926, Mexico. raulm@tec.mx.
  • Carrasco-Ochoa JA; Instituto Nacional de Astrofísica, Óptica y Electrónica, Luis Enrique Erro No. 1, Sta. María Tonanzintla, Puebla 72840, Mexico. ariel@ccc.inaoep.mx.
  • García-Borroto M; Instituto Superior Politécnico José Antonio Echeverría, Calle 114 No. 11901, Marianao, La Habana 19390, Cuba. mgarciab@ceis.cujae.edu.cu.
Sensors (Basel) ; 19(2)2019 Jan 20.
Article em En | MEDLINE | ID: mdl-30669544
Temporary Immersion Bioreactors (TIBs) are used for increasing plant quality and plant multiplication rates. These TIBs are actioned by mean of a pneumatic system. A failure in the pneumatic system could produce severe damages into the TIB. Consequently, the whole biological process would be aborted, increasing the production cost. Therefore, an important task is to detect failures on a temporary immersion bioreactor system. In this paper, we propose to approach this task using a contrast pattern based classifier. We show that our proposal, for detecting pneumatic failures in a TIB, outperforms other approaches reported in the literature. In addition, we introduce a feature representation based on the differences among feature values. Additionally, we collected a new pineapple micropropagation database for detecting four new types of pneumatic failures on TIBs. Finally, we provide an analysis of our experimental results together with experts in both biotechnology and pneumatic devices.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Reconhecimento Automatizado de Padrão / Reatores Biológicos / Falha de Equipamento Tipo de estudo: Prognostic_studies Idioma: En Revista: Sensors (Basel) Ano de publicação: 2019 Tipo de documento: Article País de afiliação: México País de publicação: Suíça
Texto completo
Adicionar na Minha BVS
Imprimir
XML
PubMed Links
Buscar no Google

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Reconhecimento Automatizado de Padrão / Reatores Biológicos / Falha de Equipamento Tipo de estudo: Prognostic_studies Idioma: En Revista: Sensors (Basel) Ano de publicação: 2019 Tipo de documento: Article País de afiliação: México País de publicação: Suíça