Sensors 2019, 19(2), 414; https://doi.org/10.3390/s19020414
A Pattern-Based Approach for Detecting Pneumatic Failures on Temporary Immersion Bioreactors†
Octavio Loyola-González 1,*
, Miguel Angel Medina-Pérez 2, Dayton Hernández-Tamayo 3, Raúl Monroy 2, Jesús Ariel Carrasco-Ochoa 4 and Milton García-Borroto 5
, Miguel Angel Medina-Pérez 2, Dayton Hernández-Tamayo 3, Raúl Monroy 2, Jesús Ariel Carrasco-Ochoa 4 and Milton García-Borroto 5
1
Tecnologico de Monterrey, School of Engineering and Science, Vía Atlixcáyotl No. 2301, Reserva Territorial Atlixcáyotl, Puebla 72453, Mexico
2
Tecnologico de Monterrey, School of Engineering and Science, Carretera al Lago de Guadalupe Km. 3.5, Atizapán, Estado de México 52926, Mexico
3
Centro de Bioplantas, Universidad de Ciego de Ávila, Carretera a Morón km 9, Ciego de Ávila 69450, Cuba
4
Instituto Nacional de Astrofísica, Óptica y Electrónica, Luis Enrique Erro No. 1, Sta. María Tonanzintla, Puebla 72840, Mexico
5
Instituto Superior Politécnico José Antonio Echeverría, Calle 114 No. 11901, Marianao, La Habana 19390, Cuba
*
Author to whom correspondence should be addressed.
†
This paper is an extended version of our paper published in “Loyola-González, O.; Martínez-Trinidad, J.F.; Carrasco-Ochoa, J.A.; Hernández-Tamayo, D.; García-Borroto, M. Detecting Pneumatic Failures on Temporary Immersion Bioreactors. In Proceedings of the 8th Mexican Conference (MCPR 2016), Guanajuato, Mexico, 22–25 June 2016; Martínez-Trinidad, F.J., Carrasco-Ochoa, A.J., Ayala Ramirez, V., Olvera-López, A.J., Jiang, X., Eds.; Springer: Cham, Switzerland, 2016; Volume 9703, pp. 293–302”.
Received: 17 December 2018 / Revised: 15 January 2019 / Accepted: 17 January 2019 / Published: 20 January 2019
(This article belongs to the Section Physical Sensors)
Abstract
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. View Full-Text
Figure 1
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Loyola-González, O.; Medina-Pérez, M.A.; Hernández-Tamayo, D.; Monroy, R.; Carrasco-Ochoa, J.A.; García-Borroto, M. A Pattern-Based Approach for Detecting Pneumatic Failures on Temporary Immersion Bioreactors. Sensors 2019, 19, 414.
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