Miguel Ángel Prada Medrano

@inproceedings{GonzalezHerbon2023Virtual,

title = {Virtual Flow Meter for an Industrial Process},

author = {Raúl González-Herbón and Guzmán González-Mateos and Serafín Alonso and Miguel A Prada and Juan J Fuertes and Antonio Morán and Manuel Domínguez},

doi = {10.1007/978-3-031-34204-2_36},

isbn = {978-3-031-34203-5},

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {433--444},

publisher = {Springer Nature Switzerland},

address = {Cham},

abstract = {The digitalization process has emerged strongly in the industry, causing an increase of connected sensors and IIoT devices, which produce a great amount of varied data. However, some industrial variables are hard to measure because of its high cost, complex installation mechanisms or non-stop production requirements. These variables could be indirectly estimated based on other related variables available in the process. Data-driven methods would be appropriate for this purpose, modelling real and potentially complex industrial processes. In this paper, a methodology to develop a virtual flow meter for industrial processes is presented. It assumes the impossibility of installing a flow meter in the process, so a non-invasive flow meter is used punctually to measure and capture data for training data-driven methods. Three different methods have been trained to obtain the model function: multiple linear regression (MLR), multilayer perceptron (MLP) and long-short term memory (LSTM). The developed virtual flow meter has been tested on a pilot plant built with real industrial equipment. LSTM method yields the best performance in the flow estimation, providing the lowest MAE and RMSE errors. It is able to consider temporal dependencies, besides modelling the nonlinear nature of industrial processes.},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{RodriguezOssorio2023Adaptive,

title = {Adaptive Model for Industrial Systems Using Echo State Networks},

author = {José Ramón Rodríguez-Ossorio and Antonio Morán and Juan J Fuertes and Miguel A Prada and Ignacio Díaz and Manuel Domínguez},

doi = {10.1007/978-3-031-34204-2_31},

isbn = {978-3-031-34204-2},

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {367--378},

publisher = {Springer Nature Switzerland},

address = {Cham},

abstract = {When a model of an industrial system is developed, it is expected that this model performs consistently when applied to other identically designed systems. However, different operating hours, degradation or maintenance, among other circumstances, cause a change in the dynamics of the system and result in the model not performing as expected. For this reason, it is necessary to build a model that continuously adapts to changes in the dynamics of the system, in order to handle such deviations and thus reduce the estimation error.},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{domínguez2022Remote,

title = {Remote training in cybersecurity for industrial control systems},

author = {Manuel Domínguez and Daniel Pérez and Antonio Morán and Serafín Alonso and Miguel A Prada and Juan J Fuertes},

doi = {10.1016/J.IFACOL.2022.09.299},

issn = {2405-8963},

year  = {2022},

date = {2022-10-06},

urldate = {2022-01-01},

booktitle = {IFAC-PapersOnLine},

volume = {55},

number = {17},

pages = {320-325},

publisher = {Elsevier B.V.},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{balboa2022armario,

title = {Armario para la formación en automatización y control de subestaciones eléctricas de tracción},

author = {Martín Balboa and Serafín Alonso and Juan J Fuertes and Antonio Morán and Miguel A Prada and Daniel Pérez and Manuel Domínguez},

url = {https://doi.org/10.17979/spudc.9788497498418.0255},

year  = {2022},

date = {2022-09-01},

urldate = {2022-09-01},

booktitle = {XLIII Jornadas de Automática},

pages = {255--261},

organization = {Universidade da Coruña. Servizo de Publicacións},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{balboa2019sistema,

title = {Sistema de control basado en Arduino para una caldera de biomasa},

author = { Martín Balboa and Serafín Alonso and Juan J Fuertes and Antonio Morán and Miguel A Prada},

year  = {2019},

date = {2019-01-01},

booktitle = {XL Jornadas de Automática},

pages = {366--373},

organization = {Universidade da Coruña, Servizo de Publicacións},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez2014opc,

title = {OPC-DB Link for the Management of New Systems in a Remote Laboratory},

author = {Manuel Domínguez and Serafín Alonso and Juan J Fuertes and Miguel A Prada and Pablo Barrientos and others},

doi = {10.3182/20140824-6-ZA-1003.01042},

year  = {2014},

date = {2014-01-01},

booktitle = {IFAC World Congress},

volume = {19},

number = {1},

pages = {9715--9720},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez13ace,

title = {Education on Automatic Control for Professionals through the LRA-ULE Remote Laboratory},

author = {Manuel Domínguez and Juan J Fuertes and Miguel A Prada and Serafín Alonso and Antonio Morán and Pablo Barrientos},

doi = {10.3182/20130828-3-UK-2039.00026},

isbn = {978-3-902823-43-4},

year  = {2013},

date = {2013-01-01},

booktitle = {10th IFAC Symposium on Advances in Control Education (ACE 2013)},

pages = {90-95},

publisher = {International Federation of Automatic Control},

address = {Sheffield},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{prada13ace,

title = {Remote Laboratory with an Electro-pneumatic Classification Cell},

author = {Miguel A Prada and Manuel Domínguez and Juan J Fuertes and Pablo Barrientos and Carlos Del J Canto and Sergio García},

url = {http://www.sciencedirect.com/science/article/pii/S1474667015341264},

doi = {10.3182/20130828-3-UK-2039.00075},

isbn = {978-3-902823-43-4},

year  = {2013},

date = {2013-01-01},

booktitle = {10th IFAC Symposium on Advances in Control Education (ACE 2013)},

pages = {351-356},

publisher = {International Federation of Automatic Control},

address = {Sheffield},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez12d,

title = {A LabVIEW Middleware to Control and Monitor KNX Systems},

author = {Manuel Domínguez and Juan J Fuertes and Serafín Alonso and Antonio Morán and Miguel A Prada and Pablo Barrientos},

year  = {2012},

date = {2012-01-01},

booktitle = {Proceedings of the 5th KNX Scientific Conference},

address = {Las Palmas},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez11b,

title = {Remote Laboratory for Learning of AC Drive Control},

author = {Manuel Domínguez and Juan J Fuertes and Perfecto Reguera and Antonio Morán and Serafín Alonso and Miguel A Prada},

doi = {10.3182/20110828-6-IT-1002.02476},

year  = {2011},

date = {2011-08-01},

booktitle = {Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011)},

address = {Milán, Italia},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez09,

title = {Tool for instruction and learning on variable speed drives through the Internet.},

author = {Manuel Domínguez and Juan J Fuertes and Perfecto Reguera and Miguel A Prada and Serafín Alonso and Antonio Morán and Fernando Friz and Alberto B Díez},

year  = {2009},

date = {2009-01-01},

booktitle = {European Control Conference, ECC09},

address = {Budapest, Hungary},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{diaz09,

title = {Visualization of MIMO Process Dynamics Using Local Dynamic Modelling with Self Organizing Maps},

author = {Ignacio Díaz and Abel A Cuadrado and Alberto B Díez and Juan J Fuertes and Manuel Domínguez and Miguel A Prada},

editor = {Dominic Palmer-Brown and Chrisina Draganova and Elias Pimenidis and Haris Mouratidis},

doi = {10.1007/978-3-642-03969-0_12},

isbn = {978-3-642-03969-0},

year  = {2009},

date = {2009-01-01},

booktitle = {Engineering Applications of Neural Networks},

volume = {43},

pages = {119-130},

publisher = {Springer Berlin Heidelberg},

series = {Communications in Computer and Information Science},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fuertes08,

title = {Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps.},

author = {Juan J Fuertes and Miguel A Prada and Manuel Domínguez and Perfecto Reguera and Ignacio Díaz and Alberto B Díez},

doi = {10.3182/20080706-5-KR-1001.01863},

year  = {2008},

date = {2008-01-01},

booktitle = {17th IFAC World Congress},

address = {Seoul},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{reguera06,

title = {Remote operation of ABB IRB 1400 S4 robot over the Internet},

author = {Perfecto Reguera and Manuel Domínguez and H Alaiz and Juan J Fuertes and Miguel A Prada},

doi = {10.3182/20060621-3-ES-2905.00087},

year  = {2006},

date = {2006-01-01},

booktitle = {7th IFAC SYMPOSIUM ON ADVANCES IN CONTROL EDUCATION},

address = {Madrid},

note = {Depósito legal M-26008-2006},

keywords = {AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL},

pubstate = {published},

tppubtype = {inproceedings}

}