INVESTIGADOR
PROFESOR TITULAR DE UNIVERSIDAD
PUBLICACIONES
2024
Assessment and deployment of a LSTM-based virtual sensor in an industrial process control loop Journal Article Forthcoming
En: Neural Computing and Applications, Forthcoming.
Remote training platform for industrial control automation Journal Article
En: IFAC-PapersOnLine, vol. 58, no 26, pp. 164-169, 2024, ISSN: 2405-8963, (4th IFAC Workshop on Internet Based Control Education - IBCE 2024).
Demostrador para el análisis de tráfico de red en subestaciones de tracción basadas en IEC61850 Proceedings Article
En: XLV Jornadas de Automática, Universidade da Coruña. Servizo de Publicacións, 2024, ISSN: 3045-4093.
Machine Learning Modeling in Industrial Processes for Visual Analysis Proceedings Article
En: Engineering Applications of Neural Networks, pp. 379–391, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-62495-7.
Deep Echo State Networks for Modelling of Industrial Systems Proceedings Article
En: Engineering Applications of Neural Networks, pp. 106–119, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-62495-7.
An Approach to Develop Digital Twins in Industry Journal Article
En: Sensors, vol. 24, no 3, 2024, ISSN: 1424-8220.
Gap imputation in related multivariate time series through recurrent neural network-based denoising autoencoder Journal Article
En: Integrated Computer-Aided Engineering, vol. 31, iss. 2, pp. 157-172, 2024, ISBN: 1875-8835.
2023
Hands-on training in industrial cybersecurity for a multidisciplinary Master's degree Journal Article
En: IFAC-PapersOnLine, vol. 56, no 2, pp. 11217–11222, 2023, ISSN: 2405-8963.
Gemelo digital de una célula electro-neumática robotizada Proceedings Article
En: XLIV Jornadas de Automática, pp. 225-230, Universidade da Coruña. Servizo de Publicacións, 2023.
Virtual Flow Meter for an Industrial Process Proceedings Article
En: Engineering Applications of Neural Networks, pp. 433–444, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34203-5.
Adaptive Model for Industrial Systems Using Echo State Networks Proceedings Article
En: Engineering Applications of Neural Networks, pp. 367–378, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
Hierarchical Prediction in Incomplete Submetering Systems Using a CNN Proceedings Article
En: Engineering Applications of Neural Networks, pp. 239–250, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
Guidelines to develop demonstration models on industry 4.0 for engineering training Journal Article
En: International Journal of Computer Integrated Manufacturing, vol. 36, no 10, pp. 1465-1481, 2023.
2022
Remote training in cybersecurity for industrial control systems Proceedings Article
En: IFAC-PapersOnLine, pp. 320-325, Elsevier B.V., 2022, ISSN: 2405-8963.
Control de caudal con un sensor virtual basado en técnicas de deep learning Proceedings Article
En: XLIII Jornadas de Automática, pp. 368–375, Universidade da Coruña. Servizo de Publicacións 2022.
Armario para la formación en automatización y control de subestaciones eléctricas de tracción Proceedings Article
En: XLIII Jornadas de Automática, pp. 255–261, Universidade da Coruña. Servizo de Publicacións 2022.
Design of Platforms for Experimentation in Industrial Cybersecurity Journal Article
En: Applied Sciences (Switzerland), vol. 12, no 13, 2022, ISSN: 2076-3417.
Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network Proceedings Article
En: Communications in Computer and Information Science, pp. 247-259, Springer Science and Business Media Deutschland GmbH, 2022, ISSN: 1865-0937.
Demostradores para la formación en digitalización de la industria Book Chapter
En: vol. 21, pp. 65-116, Universidad de León, 2022.
2021
Environment for education on Industry 4.0 Journal Article
En: IEEE Access, pp. 144395-144405, 2021, ISSN: 2169-3536.
Virtual Sensor for Probabilistic Estimation of the Evaporation in Cooling Towers Journal Article
En: Integrated Computer-Aided Engineering, vol. 28, no 4, pp. 369-381, 2021.
2020
Evaluation of feature learning for anomaly detection in network traffic Journal Article
En: Evolving Systems, 2020.
Feature Extraction from Building Submetering Networks Using Deep Learning Journal Article
En: Sensors, vol. 20, no 13, pp. 3665, 2020.
Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network Proceedings Article
En: International Conference on Engineering Applications of Neural Networks, pp. 155–166, Springer, Cham 2020.
Development of a Remote Industrial Laboratory for Automatic Control based on Node-RED Journal Article
En: IFAC-PapersOnLine, vol. 53, no 2, pp. 17210–17215, 2020.
2019
Introducción a la Ciberseguridad Industrial Book Chapter
En: Emilio Soria-Olivas (Ed.): Ciberseguridad: el reto del siglo XXI, pp. 43-65, Fundació Parc Cientific Universitat de València, 2019, ISSN: 0000-0000.
A Data-Driven Approach for Enhancing the Efficiency in Chiller Plants Journal Article
En: Energies, vol. 12, no 5, pp. 827-827, 2019, ISSN: 1996-1073.
A deep learning approach for fusing sensor data from screw compressors Journal Article
En: Sensors, vol. 19, no 13, 2019, ISSN: 1424-8220.
Experimentation environment for industrial control systems cybersecurity: On-site and remote training Journal Article
En: IFAC-PapersOnLine, vol. 52, no 9, pp. 278-284, 2019.
Comparison of Network Intrusion Detection Performance Using Feature Representation Proceedings Article
En: Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks, pp. 463-475, EANN2019 Springer, 2019, ISBN: 978-3-030-20257-6.
Sistema de control basado en Arduino para una caldera de biomasa Proceedings Article
En: XL Jornadas de Automática, pp. 366–373, Universidade da Coruña, Servizo de Publicacións 2019.
2017
Using low-cost open source hardware to control Puma560 motors Journal Article
En: IFAC-PapersOnLine, vol. 50, no 1, pp. 9180-9185, 2017.
Cybersecurity training in control systems using real equipment Journal Article
En: IFAC-PapersOnLine, vol. 50, no 1, pp. 12179-12184, 2017.
Comparative analysis of the security of configuration protocols for industrial control devices Journal Article
En: International Journal of Critical Infrastructure Protection, vol. 19, pp. 4–15, 2017, ISSN: 1874-5482.
Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders Proceedings Article
En: Giacomo Boracchi; Lazaros Iliadis; Chrisina Jayne; Aristidis Likas (Ed.): Engineering Applications of Neural Networks, pp. 15–26, Springer International Publishing, 2017, ISBN: 978-3-319-65172-9.
2016
Communication with resource-constrained devices through MQTT for control education Journal Article
En: IFAC-PapersOnLine, vol. 49, no 6, pp. 150–155, 2016, ISSN: 2405-8963.
2015
Analysis of Electricity Bill Data Using Interactive Dimensionality Reduction Proceedings Article
En: Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS), pp. 3:1–3:7, ACM, Rhodes, Greece, 2015, ISBN: 978-1-4503-3580-5.
Remote Laboratory for Cybersecurity of Industrial Control Systems Journal Article
En: IFAC-PapersOnLine, vol. 48, no 29, pp. 13 - 18, 2015, ISSN: 2405-8963, (IFAC Workshop on Internet Based Control Education IBCE15(Italy), November 4-6, 2015).
Dimensionality reduction techniques to analyze heating systems in buildings Journal Article
En: Information Sciences, vol. 294, pp. 553–564, 2015.
Challenges and solutions in remote laboratories. Application to a remote laboratory of an electro-pneumatic classification cell Journal Article
En: Computers & Education, 2015.
2014
OPC-DB Link for the Management of New Systems in a Remote Laboratory Proceedings Article
En: IFAC World Congress, pp. 9715–9720, 2014.
2013
Analysis of Heating Systems in Buildings Using Self-Organizing Maps Proceedings Article
En: Lazaros Iliadis; Harris Papadopoulos; Chrisina Jayne (Ed.): Engineering Applications of Neural Networks, pp. 370–379, Springer, Heidelberg, 2013, ISBN: 978-3-642-41012-3.
Power monitoring system for university buildings: Architecture and advanced analysis tools Journal Article
En: Energy and Buildings, vol. 59, no 0, pp. 152 - 160, 2013, ISSN: 0378-7788.
A virtual laboratory of d.c. motors for learning control theory Journal Article
En: International Journal of Electrical Engineering Education, vol. 50, no 2, pp. 172-187, 2013.
Analysis of electricity bills using visual continuous maps Journal Article
En: Neural Computing and Applications, pp. 1-11, 2013, ISSN: 0941-0643.
Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques Journal Article
En: Engineering Applications of Artificial Intelligence, vol. 26, no 8, pp. 1872 - 1880, 2013, ISSN: 0952-1976.
Education on Automatic Control for Professionals through the LRA-ULE Remote Laboratory Proceedings Article
En: 10th IFAC Symposium on Advances in Control Education (ACE 2013), pp. 90-95, International Federation of Automatic Control, Sheffield, 2013, ISBN: 978-3-902823-43-4.
Remote Laboratory with an Electro-pneumatic Classification Cell Proceedings Article
En: 10th IFAC Symposium on Advances in Control Education (ACE 2013), pp. 351-356, International Federation of Automatic Control, Sheffield, 2013, ISBN: 978-3-902823-43-4.
2012
Supervision of Industrial Processes using Self Organizing Maps SOM Book Chapter
En: Intelligent Data Analysis for Real-Life Applications: Theory and Practice, IGI Global, 2012, ISBN: 978-1-4666-1806-0.
Visual analysis of residuals from data-based models in complex industrial processes Journal Article
En: International Journal of Modern Physics B, vol. 26, no 25, 2012.
MorphingProjections: Interactive Visualization of Electric Power Demand Time Series Proceedings Article
En: M Meyer; T Weinkauf (Ed.): Eurographics Conference on Visualization (EuroVis2012), 2012.
A LabVIEW Middleware to Control and Monitor KNX Systems Proceedings Article
En: Proceedings of the 5th KNX Scientific Conference, Las Palmas, 2012.
Advanced tools for electricity consumption monitoring Proceedings Article
En: Environment European Association for the Development of Renewable Energies; Power Quality (EA4EPQ) (Ed.): International Conference on Renewable Energies and Power Quality (ICREPQ12), Santiago de Compostela, 2012.
Monitoring industrial processes with SOM-based dissimilarity maps. Journal Article
En: Expert Systems With Applications., vol. 39, no 8, pp. 7110-7120, 2012.
Virtual and Remote Laboratory of a DC Motor Proceedings Article
En: Advances in Control Education, pp. 288–293, 2012.
Visualization Maps based on SOM to analyze MIMO systems Journal Article
En: Neural Computing and Applications, 2012.
Time series for fault detection in an industrial pilot plant Journal Article
En: International Journal of Modern Physics B, vol. 26, no 25, 2012.
Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión. Proceedings Article
En: Proceedings of the VIII Simposio CEA de Control Inteligente, Baiona, España, 2012.
Visual continuous map for electrical bill comparisons Proceedings Article
En: Proceedings of the 10th Portuguese Conference on Automatic Control, Funchal, Portugal, 2012.
Analysis of electricity consumption profiles by means of dimensionality reduction techniques Book Section
En: Chrisina Jayne; Shigang Yue; Lazaros Iliadis (Ed.): Engineering Applications of Neural Networks, vol. 311, Springer Berlin / Heidelberg, 2012.
Two-stage approach for electricity consumption forecasting in public buildings Book Section
En: Jaakko Hollmén; Frank Klawonn; Allan Tucker (Ed.): Advances in Intelligent Data Analysis XI, vol. 7619, pp. 219-229, Springer Berlin / Heidelberg, 2012.
2011
Sistema de supervisión de energía eléctrica en la Universidad de León. Proceedings Article
En: XXXII Jornadas de Automática, Sevilla, 2011.
Visual analysis of residuals from data-based models in complex industrial processes. Proceedings Article
En: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
Time series for fault detection in an industrial pilot plant Proceedings Article
En: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
Dimensionality reduction for damage detection in engineering structures. Proceedings Article
En: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
Analysis of Electric Power Consumption Using Self-Organizing Maps Proceedings Article
En: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.
Remote Laboratory for Learning of AC Drive Control Proceedings Article
En: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.
Control Maps: Visualization of Local Robustness Properties for Control System Design Proceedings Article
En: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.
Remote laboratory of a quadruple tank process for learning in control engineering using different industrial controllers Journal Article
En: Computer Applications in Engineering Education, pp. n/a–n/a, 2011, ISSN: 1099-0542.
2010
Gestión vía Internet de la iluminación en el Laboratorio Remoto de Automática de la Universidad de León Proceedings Article
En: XXXI Jornadas de Automática, Jaén, 2010.
Simulaciones interactivas en Easy Java de equipo Feedback MS-150 Proceedings Article
En: XXXI Jornadas de Automática, Jaén, 2010.
Practical Simulation Environment Using EJS in the Remote Laboratory of Automatic Control of the University of León Proceedings Article
En: 9th Portuguese Conference on Automatic Control, 2010.
Visualization of Changes in Process Dynamics Using Self-Organizing Maps Book Section
En: Konstantinos Diamantaras; Wlodek Duch; Lazaros Iliadis (Ed.): Artificial Neural Networks - ICANN 2010, vol. 6353, pp. 343-352, Springer Berlin / Heidelberg, 2010.
Lighting management system using KNX in the remote laboratory of automatic control at the University of León Proceedings Article
En: KNX Scientific Conference, Pamplona, 2010.
Simulación en Easy Java de prácticas de control realizadas con equipo Feedback MS150 Proceedings Article
En: VI Jornada CEA de Enseñanza a través de Internet-Web de la Ingeniería de Sistemas y Automática (EIWISA 2010), León, 2010.
Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes Journal Article
En: Engineering Applications of Artificial Intelligence, vol. 23, no 1, pp. 8 - 17, 2010, ISSN: 0952-1976.
Entornos de experimentación para la enseñanza de conceptos básicos de modelado y control Journal Article
En: Revista Iberoamericana de Automática e Informática Industrial, vol. 7, no 1, pp. 10–22, 2010.
Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes Book Section
En: Konstantinos Diamantaras; Wlodek Duch; Lazaros Iliadis (Ed.): Artificial Neural Networks - ICANN 2010, vol. 6353, pp. 392-401, Springer Berlin / Heidelberg, 2010.
2009
Development of an educational tool in Labview and its integration in remote laboratory of automatic control Proceedings Article
En: 8th IFAC Symposium on Advances in Control Education (ACE09), Kumamoto (Japón), 2009.
Tool for instruction and learning on variable speed drives through the Internet. Proceedings Article
En: European Control Conference, ECC09, Budapest, Hungary, 2009.
Premio 09 a la innovación en la enseñanza. Desarrollo de un laboratorio remoto para la formación vía internet en Automática. Book
Universidad de León. Consejo Social., 2009, ISBN: 978-84-936618-3-0.
Visualization of MIMO Process Dynamics Using Local Dynamic Modelling with Self Organizing Maps Proceedings Article
En: Dominic Palmer-Brown; Chrisina Draganova; Elias Pimenidis; Haris Mouratidis (Ed.): Engineering Applications of Neural Networks, pp. 119-130, Springer Berlin Heidelberg, 2009, ISBN: 978-3-642-03969-0.
2008
Case-Based Reasoning and System Identification for Control Engineering Learning Journal Article
En: IEEE Transactions on Education, vol. 51, no 2, pp. 271 -281, 2008, ISSN: 0018-9359.
A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes. Journal Article
En: Expert Systems with Applications., vol. 34, no 4, pp. 2953-2965, 2008.
Inter-University Network of Remote Laboratories. Proceedings Article
En: 17th IFAC World Congress, Seoul, 2008.
Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps. Proceedings Article
En: 17th IFAC World Congress, Seoul, 2008.
2007
Internet-based remote Supervision of Industrial Processes using Self-organizing maps. Journal Article
En: Engineering Applications of Artificial Intelligence, vol. 20, no 6, pp. 757–765, 2007.
Visualization of Dynamics Using Local Dynamic Modelling with Self Organizing Maps. Book Section
En: Marques J de Sá; W Duch; L A Alexandre (Ed.): International Conference on Artificial Neural Networks 2007, Part I, Lecture Notes in Computer Science, vol. 4668, pp. 609–617, Springer-Verlag, 2007, ISBN: 978-3-540-74689-8.
Integración de sistemas físicos externos en laboratorio remoto Proceedings Article
En: CEDI 2007. Congreso Español de Informática, Zaragoza, 2007.
Estrategias docentes colaborativas basadas en la utilización de Laboratorios Remotos vía Internet Journal Article
En: Cuadernos de Innovación Educativa en la Enseñanzas Técnicas Universitarias, vol. 1, no 1, pp. 74–81, 2007, ISSN: 1887-1976.
Remote Supervision of Industrial Processes based on PMML-defined SOM Models. Proceedings Article
En: European Control Conference 2007 (ECC07), Kos, Greece, 2007.
Modeling of Đynamics using Process State Projection on the Self Organizing Map. Book Section
En: J Marques de Sá; W Duch; L A Alexandre (Ed.): International Conference on Artificial Neural Networks 2007, Part I, Lecture Notes in Computer Science, vol. 4668, pp. 589–598, Springer-Verlag, 2007, ISBN: 978-3-540-74689-8.
2006
Utilización de laboratorios remotos vía internet Proceedings Article
En: 14 Congreso Universitario de Innovación Educativa en las Enseñanzas Técnicas, Gijón, 2006.
Estación de supervisión remota como medio de apoyo y seguridad en la extinción de incendios forestales Proceedings Article
En: XXIV Jornadas Nacionales De Automática, CEA-IFAC, León, 2006, ISBN: 84-931846-7-5, (Dep. Legal: LE-999-2003).
Modelado y Representación de la Dinámica de Sistemas Complejos mediante Técnicas de Đata Mining Visual para la Supervisión Remota de Procesos Industriales vía Internet. PhD Thesis
Universidad de Oviedo, 2006.
Remote operation of ABB IRB 1400 S4 robot over the Internet Proceedings Article
En: 7th IFAC SYMPOSIUM ON ADVANCES IN CONTROL EDUCATION, Madrid, 2006, (Depósito legal M-26008-2006).
2005
Active learning in control education Proceedings Article
En: Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on, pp. 2721 - 2726, 2005.
Consideraciones previas en el diseño e implantación de un laboratorio remoto de automática en la Universidad de León Proceedings Article
En: DocenWeb: Red Temática de Docencia en Control mediante Web (2003-2004), pp. 93–96, 2005, ISBN: 84-689-3386-4, (Depósito Legal: A-717-2005.).
Interfaz docente para el acceso remoto a sistemas industriales Proceedings Article
En: IV Jornadas de enseñanza vía web/internet de la Ingeniería de Sistemas y Automática. EIWISA05, Granada, 2005, ISBN: 84-609-6891-X.
Laboratorio Remoto para la Enseñanza de la Automática en la Universidad de León (España) Journal Article
En: Revista Iberoamericana de Automática e Informática Industrial, vol. 2, no 2, pp. 36–45, 2005.
Aprendizaje en automática mediante el acceso remoto vía Internet a Maquetas Industriales Proceedings Article
En: IEEE International Conference on Engineering and Computer Education, ICECE05, Madrid, 2005, ISBN: 84-6098149-5.
Internet based remote Supervision of Industrial Processes using Self Organizing Maps. Proceedings Article
En: 9th International Conference on Engineering Applications of Neural Networks, Francia, 2005.
Industrial Supervision System based on Visual Đata Mining and Motion Ŧrajectory Analysis. Proceedings Article
En: International Federation of Automatic Control 16th IFAC World Congress, Prague, 2005.
2004
Docencia de automatización y control en la titulación de Ingeniero en Informática en la Universidad de León Proceedings Article
En: DocenWeb: Red Temática de Docencia en Control mediante Web (2003-2004), pp. 285–299, 2004, ISBN: 84-689-3386-4, (Depósito Legal: A-717-2005).
Docencia de la asignatura Regulación Automática en la Universidad de León Proceedings Article
En: DocenWeb: Red Temática de Docencia en Control mediante Web (2003-2004), pp. 153–156, 2004, ISBN: 84-689-3386-4, (Depósito Legal: A-717-2005).
Maqueta industrial para docencia e investigación Journal Article
En: Revista Iberoamericana de Automática e Informática Industrial, vol. 1, no 2, pp. 58–63, 2004.
Operating systems resources on web-based training in engineering education. Proceedings Article
En: IBCE04 IFAC Workshop. Laboratoire dáutomatique, Grenoble, Francia, 2004.
Control remoto de posición con Java Proceedings Article
En: XXV Jornadas Nacionales De Automática, CEA-IFAC, Ciudad Real, 2004, ISBN: 84-688-7460-4, (Dep. Legal: CR-388-2004).
2003
Propuesta de laboratorio remoto. Universidad de León. Proceedings Article
En: I Jornadas Nacionales de Laboratorios Virtuales y Remotos, Madrid, 2003.
Maqueta industrial para control de 4 variables con fines docentes y de investigación Proceedings Article
En: XXIV Jornadas Nacionales de Automática. CEA-IFAC, León, 2003, ISBN: 84-931846-7-5, (Dep. Legal: LE-999-2003).
2002
Optimización de tiempos en el acceso remoto vía Internet a planta piloto para prácticas Proceedings Article
En: Enseñanza Vía Internet/web de la Ingeniería de Sistemas y Automática, pp. 51–55, Editorial Club Universitario, 2002, ISBN: 84-8454-159-2.
2001
Connection Pilot Plant to Internet. Proceedings Article
En: IBCE01 IFAC Workshop on Internet based control education, pp. 43-47, 2001, ISBN: 0-08-043984-5.