Ir al contenido

Documat

Sistema híbrido inteligente para la predicción de la tensión de una pila de combustible basada en hidrógeno

  • Casteleiro-Roca, José-Luis [1] ; Barragán, Antonio Javier [2] ; Segura, Francisca [2] ; Calvo-Rolle, José Luis [1] ; Andújar, José Manuel [2]
    1. [1] Universidade da Coruña

      Universidade da Coruña

      A Coruña, España

    2. [2] Universidad de Huelva

      Universidad de Huelva

      Huelva, España

  • Localización: Revista iberoamericana de automática e informática industrial ( RIAI ), ISSN-e 1697-7920, Vol. 16, Nº. 4, 2019, págs. 492-501
  • Idioma: español
  • DOI: 10.4995/riai.2019.10986
  • Títulos paralelos:
    • Intelligent hybrid system for the prediction of the voltage-current characteristic curve of a hydrogen-based fuel cell
  • Enlaces
  • Resumen
    • español

      Por razones de sostenibilidad y estrategia energética, entre otras, existe en la actualidad una tendencia clara hacia el uso de nuevas formas de obtención, almacenamiento y gestión de energía, más eficientes y con un carácter eminentemente sostenible. Con este fin, se está investigando sobre sistemas de almacenamiento de energía; de los que uno de los más prometedores, en lo que a capacidad y movilidad se refiere, es el basado en hidrógeno. En el presente trabajo se obtiene un modelo para predecir el comportamiento dinámico de una pila de combustible alimentada por hidrógeno, lo cual permitirá mejorar su control entre otras aplicaciones. Las variables usadas en esta investigación se han extraído de un banco de pruebas real, donde se monitoriza una pila de combustible mientras se producen variaciones en una carga programable conectada a la salida de la misma. Para realizar este modelado se opta por estudiar la implementación de un modelo híbrido basado en técnicas de agrupamiento y, posteriormente, técnicas inteligentes de regresión con redes neuronales artificiales sobre cada uno de los grupos. La propuesta se ha probado con dos conjuntos de datos de validación, consiguiendo resultados altamente satisfactorios.

    • English

      Due to some reasons like sustainability and energy strategy, there is a clear trend using new ways to obtain energy, more efficient and, usually, renewables. In addition, with other dierent objectives, many researchs are being carried out on energy storage systems; one of the most promising, in terms of capacity and mobility, is hydrogen-based. In the present work a model is obtained to predict the dynamic behavior of a hydrogen fuel cell, which will improve its control. The variables used in this research have been extracted from a test bench, where a fuel cell is monitored under several load conditions with a programmable load connected to its output. To perform this model, a hybrid intelligent model was chosen. This kind of models use clustering techniques to divide the data set and, after that, intelligent regression algorithm with artificial neural networks are used for each group. The proposal has been tested with two validation data set, obtaining highly satisfactory results.

  • Referencias bibliográficas
    • Alaiz Moretón, H., Calvo Rolle, J., García, I., Alonso Alvarez, A., 2011. Formalization and practical implementation of a conceptual model...
    • Alique, A., Haber, R. E., Haber, R. H., Ros, S., Gonzalez, C., 2000. A neural network-based model for the prediction of cutting force in milling...
    • Amphlett, J. C., Baumert, R. M., Mann, R. F., Peppley, B. A., Roberge, P. R., Harris, T. J., Jan. 1995. Performance modeling of the Ballard...
    • Amphlett, J. C., Mann, R. F., Peppley, B. A., Roberge, P. R., Rodrigues, A., Feb. 1996. A model predicting transient responses of proton exchange...
    • Andújar, J. M., Segura, F., Dec. 2009. Fuel cells: History and updating. A walk along two centuries. Renewable and Sustainable Energy Reviews...
    • Andújar, J. M., Segura, F., Durán, E., Rentería, L. A., Nov. 2011. Optimal interface based on power electronics in distributed generation...
    • Andújar, J. M., Segura, F., Vasallo, M. J., 2008. A suitable model plant for control of the set fuel cell-DC/DC converter. Renewable Energy...
    • Ballard, 2009. FCgenTM-1020ACS/FCvelocityTM-1020ACS Fuel Cell Stack. Ballard Product Manual and Integration Guide. Document Number MAN5100192-0GS.
    • Ballard, 2018. FCgen1020-ACS fuel cell from Ballard Power Systems. URL: http://www.ballard.com/docs/default-source/backup-power-documents/fcgen-1020acs.pdf
    • Barragán, A. J., Al-Hadithi, B. M., Andújar, J. M., Jiménez, A., 2015. Formal methodology for analyzing the dynamic behavior of nonlinear...
    • Barragán, A. J., Al-Hadithi, B. M., Jiménez, A., Andújar, J. M., 2014. A general methodology for online TS fuzzy modeling by the extended...
    • Baruque, B., Porras, S., Jove, E., Calvo-Rolle, J. L., 2019. Geothermal heat exchanger energy prediction based on time series and monitoring...
    • Bertoluzzo, M., Buja, G., Aug. 2011. Development of electric propulsion systems for light electric vehicles. Industrial Informatics, IEEE...
    • Calvo-Rolle, J. L., Casteleiro-Roca, J. L., Quintián, H., del Carmen Meizoso-Lopez, M., 2013. A hybrid intelligent system for PID controller...
    • Calvo-Rolle, J. L., Fontenla-Romero, O., Pérez-Sánchez, B., Guijarro-Berdinas, B., 2014. Adaptive inverse control using an online learning...
    • Calvo-Rolle, J. L., Quintian-Pardo, H., Corchado, E., del Carmen Meizoso-López, M., García, R. F., 2015. Simplified method based on an intelligent...
    • Casteleiro-Roca, J.-L., Barragan, A. J., Segura, F., Calvo-Rolle, J. L., Andújar, J. M., 2019. Fuel cell output current prediction with a...
    • Casteleiro-Roca, J. L., Calvo-Rolle, J. L., Meizoso-López, M.-C., Piñón-Pazos, A., Rodríguez-Gómez, B. A., 2015. Bio-inspired model of ground...
    • Casteleiro-Roca, J.-L., Jove, E., Gonzalez-Cava, J. M., Pérez, J. A. M., Calvo- Rolle, J. L., Alvarez, F. B., 2018. Hybrid model for the ANI...
    • Casteleiro-Roca, J.-L., Jove, E., Sánchez-Lasheras, F., Méndez-Pérez, J.-A., Calvo-Rolle, J.-L., de Cos Juez, F. J., 2017. Power cell SOC...
    • De las Heras, A., Vivas, F., Segura, F., Andújar, J., 2018a. From the cell to the stack. a chronological walk through the techniques to manufacture...
    • De las Heras, A., Vivas, F., Segura, F., Redondo, M., Andújar, J., 2018b. Aircooled fuel cells: Keys to design and build the oxidant/cooling...
    • del Brío, B., Molina, A., 2006. Redes neuronales y sistemas borrosos. Ra-Ma.
    • Famouri, P., Gemmen, R., Jul. 2003. Electrochemical circuit model of a PEM fuel cell. In: Power Engineering Society General Meeting, 2003,...
    • Fontanet, J. G. G., Cervantes, A. L., Ortiz, I. B., 2016. Alternatives of control for a furuta's pendulum. Revista Iberoamericana de Autom'atica...
    • Galipienso, M., Quevedo, M., Pardo, O., Ruiz, F., Ortega, M., 2003. Inteligencia artificial. Modelos, técnicas y áreas de aplicación. Editorial...
    • García, R. F., Rolle, J. L. C., Castelo, J. P., Gomez, M. R., 2014. On the monitoring task of solar thermal fluid transfer systems using NN...
    • García, R. F., Rolle, J. L. C., Gomez, M. R., Catoira, A. D., 2013. Expert condition monitoring on hydrostatic self-levitating bearings. Expert...
    • Ghanghermeh, A., Roshan, G., Orosa, J. A., Calvo-Rolle, J. L., Costa, A. M., 2013. New climatic indicators for improving urban sprawl: A case...
    • Gordillo, F., Aracil, J., Alamo, T., Jul. 1997. Determining limit cycles in fuzzy control systems. In: IEEE International Conference on Fuzzy...
    • Harston, A. M. C., Pap, R., 2014. Handbook of Neural Computing Applications. Elsevier Science.
    • Hilera Gonzalez, J. R., Martínez Hernando, V. J., 2000. Redes neuronales artificiales: fundamentos, modelos y aplicaciones. Ra-Ma.
    • Hou, Y., Yang, Z., Fang, X., 2011. An experimental study on the dynamic process of PEM fuel cell stack voltage. Renewable Energy 36 (1), 325-329....
    • Irigoyen, E., Miñano, G., 2013. A narx neural network model for enhancing cardiovascular rehabilitation therapies. Neurocomputing 109, 9 -...
    • Jove, E., Antonio Lopez-Vazquez, J., Isabel Fernandez-Ibanez, M., Casteleiro-Roca, J.-L., Luis Calvo-Rolle, J., 2018a. Hybrid intelligent...
    • Jove, E., Blanco-Rodríguez, P., Casteleiro-Roca, J. L., Moreno-Arboleda, J., Lopez-V ázquez, J. A., de Cos Juez, F. J., Calvo-Rolle, J. L.,...
    • Jove, E., Gonzalez-Cava, J. M., Casteleiro-Roca, J.-L., Méndez-Pérez, J.-A., Antonio Reboso-Morales, J., Javier Pérez-Castelo, F., Javier...
    • Kim, J., Lee, S.-M., Srinivasan, S., Chamberlin, C. E., Aug. 1995. Modeling of proton exchange membrane fuel cell performance with an empirical...
    • Kirubakaran, A., Jain, S., Nema, R., Dec. 2009. A review on fuel cell technologies and power electronic interface. Renewable and Sustainable...
    • Li, X., Deng, Z.-H., Wei, D., Xu, C.-S., Cao, G.-Y., 2011. Parameter optimization of thermal-model-oriented control law for pem fuel cell...
    • López, R., Fernández, J., 2008. Las Redes Neuronales Artificiales. Netbiblo.
    • López-Baldán, M. J., García-Cerezo, A., Cejudo, J. M., Romero, A., Apr. 2002. Fuzzy modeling of a thermal solar plant. International Journal...
    • Machón-González, I., López-García, H., Calvo-Rolle, J. L., 2010. A hybrid batch som-ng algorithm. In: Neural Networks (IJCNN), The 2010 International...
    • MacQueen, J., 1967. Some methods for classification and analysis of multivariate observations. In: Proceedings of the Fifth Berkeley Symposium...
    • Márquez, J. M. A., Piña, A. J. B., Arias, M. E. G., 2009. A general and formal methodology for designing stable nonlinear fuzzy control systems....
    • Mehta, V., Cooper, J., 2003. Review and analysis of pem fuel cell design and manufacturing. Journal of Power Sources 114 (1), 32-53. https://doi.org/10.1016/S0378-7753(02)00542-6
    • Moody, J., Darken, C., 6 1989. Fast learning in networks of locally-tuned processing units. Neural Computation 1 (2), 281-294. https://doi.org/10.1162/neco.1989.1.2.281
    • Moreira, M. V., da Silva, G. E., Jul. 2009. A practical model for evaluating the performance of proton exchange membrane fuel cells. Renewable...
    • Orallo, J., Quintana, M., Ramírez, C., 2004. Introducción a la miner'ıa de datos. Editorial Alhambra S.A.
    • Paska, J., Biczel, P., Kłos, M., Nov. 2009. Hybrid power systems - an efective way of utilising primary energy sources. Renewable Energy 34...
    • Quintián, H., Calvo-Rolle, J. L., Corchado, E., 2014. A hybrid regression system based on local models for solar energy prediction. Informatica...
    • Quintian Pardo, H., Calvo Rolle, J. L., Fontenla Romero, O., 2012. Application of a low cost commercial robot in tasks of tracking of objects....
    • Ralph, T., Hards, G., Keating, J., Campbell, S., Wilkinson, D., Davis, M., St-Pierre, J., Johnson, M., 1997. Low cost electrodes for proton...
    • Rolle, J., Gonzalez, I., Garcia, H., 2011. Neuro-robust controller for non-linear systems. Dyna 86 (3), 308-317. https://doi.org/10.6036/3949
    • Ross, D., Jul. 2003. Power struggle [power supplies for portable equipment]. IEE Review 49 (7), 34-38. https://doi.org/10.1049/ir:20030705
    • Segura, F., Andújar, J. M., Durán, E., april 2011. Analog current control techniques for power control in PEM fuel-cell hybrid systems: A...
    • Segura, F., Andújar, J., 2015a. Modular pem fuel cell scada & simulator system. Resources 4 (3), 692-712. https://doi.org/10.3390/resources4030692
    • Segura, F., Andújar, J., 2015b. Step by step development of a real fuel cell system. Design, implementation, control and monitoring. International...
    • Segura, F., Bartolucci, V., Andújar, J., 2017. Hardware/software data acquisition system for real time cell temperature monitoring in air-cooled...
    • Van Bussel, H., Koene, F., Mallant, R. K., Mar. 1998. Dynamic model of solid polymer fuel cell water management. Journal of Power Sources...
    • Viñuela, P., León, I., 2004. Redes de neuronas artificiales: un enfoque práctico. Pearson Educaci'on - Prentice Hall.
    • Vivas, F., De las Heras, A., Segura, F., And'ujar, J., 2018. A review of energy management strategies for renewable hybrid energy systems...
    • Ziogou, C., Voutetakis, S., Papadopoulou, S., Georgiadis, M., 2011. Modeling, simulation and experimental validation of a pem fuel cell system....
Fundación Dialnet

Mi Documat

Opciones de artículo

Opciones de compartir

Opciones de entorno