RESEARCHER
PROFESOR TITULAR DE UNIVERSIDAD
PUBLICATIONS
2024
Assessment and deployment of a LSTM-based virtual sensor in an industrial process control loop Journal Article Forthcoming
In: Neural Computing and Applications, Forthcoming.
Remote training platform for industrial control automation Journal Article
In: IFAC-PapersOnLine, vol. 58, no. 26, pp. 164-169, 2024, ISSN: 2405-8963, (4th IFAC Workshop on Internet Based Control Education - IBCE 2024).
A PID Control Architecture Based on IEC 61499 Journal Article
In: IFAC-PapersOnLine, vol. 58, no. 7, pp. 91-96, 2024, ISSN: 2405-8963, (4th IFAC Conference on Advances in Proportional-Integral-Derivate Control PID 2024).
Demostrador para el análisis de tráfico de red en subestaciones de tracción basadas en IEC61850 Proceedings Article
In: 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
In: Engineering Applications of Neural Networks, pp. 379–391, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-62495-7.
Gap imputation in related multivariate time series through recurrent neural network-based denoising autoencoder Journal Article
In: 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
In: IFAC-PapersOnLine, vol. 56, no. 2, pp. 11217–11222, 2023, ISSN: 2405-8963.
Virtual Flow Meter for an Industrial Process Proceedings Article
In: 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
In: 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
In: Engineering Applications of Neural Networks, pp. 239–250, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
2022
Remote training in cybersecurity for industrial control systems Proceedings Article
In: IFAC-PapersOnLine, pp. 320-325, Elsevier B.V., 2022, ISSN: 2405-8963.
Armario para la formación en automatización y control de subestaciones eléctricas de tracción Proceedings Article
In: XLIII Jornadas de Automática, pp. 255–261, Universidade da Coruña. Servizo de Publicacións 2022.
Sensor virtual de caudal basado en técnicas de deep learning Proceedings Article
In: XVII Simposio CEA de Control Inteligente, pp. 81-86, 2022.
Design of Platforms for Experimentation in Industrial Cybersecurity Journal Article
In: Applied Sciences (Switzerland), vol. 12, no. 13, 2022, ISSN: 2076-3417.
Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network Proceedings Article
In: 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
In: vol. 21, pp. 65-116, Universidad de León, 2022.
2021
Environment for education on Industry 4.0 Journal Article
In: IEEE Access, pp. 144395-144405, 2021, ISSN: 2169-3536.
Virtual Sensor for Probabilistic Estimation of the Evaporation in Cooling Towers Journal Article
In: Integrated Computer-Aided Engineering, vol. 28, no. 4, pp. 369-381, 2021.
Feature analysis for data-driven APT-related malware discrimination Journal Article
In: Computers & Security, pp. 102202, 2021.
2020
Evaluation of feature learning for anomaly detection in network traffic Journal Article
In: Evolving Systems, 2020.
Educational Data Mining for Tutoring Support in Higher Education: A Web-Based Tool Case Study in Engineering Degrees Journal Article
In: IEEE Access, vol. 8, pp. 212818–212836, 2020.
Estimating cooling production and monitoring efficiency in chillers using a soft sensor Journal Article
In: Neural Computing and Applications, vol. 32, no. 23, pp. 17291–17308, 2020.
Feature Extraction from Building Submetering Networks Using Deep Learning Journal Article
In: Sensors, vol. 20, no. 13, pp. 3665, 2020.
Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network Proceedings Article
In: 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
In: IFAC-PapersOnLine, vol. 53, no. 2, pp. 17210–17215, 2020.
2019
Introducción a la Ciberseguridad Industrial Book Chapter
In: Emilio Soria-Olivas (Ed.): Ciberseguridad: el reto del siglo XXI, pp. 43-65, Fundació Parc Cientific Universitat de València, 2019, ISSN: 0000-0000.
Data mining tool for academic data exploitation: Webtool description and usage Proceedings Article
In: Webtool description and usage Erasmus+ KA2 /KA203 project SPEET- Student Profiel for Enhancing Engineering Tutoring, 2019, ISBN: 978-989-20-9286-7.
Data mining tool for academic data exploitation: Publication Report on Engineering Students Profiles Proceedings Article
In: Publication Report on Engineering Students Porfiles Erasmus+ KA2 / KA203 project SPEET -Student Profile for Enhancing Engineering Tutoring, 2019, ISBN: 978-989-20-9286-7.
A Data-Driven Approach for Enhancing the Efficiency in Chiller Plants Journal Article
In: Energies, vol. 12, no. 5, pp. 827-827, 2019, ISSN: 1996-1073.
Visual data analysis of engineering students performance from academic data Proceedings
no. 50-61, 2019.
Data-driven tool for monitoring of students performance Journal Article
In: IFAC-PapersOnLine, vol. 52, no. 9, pp. 190-195, 2019.
Experimentation environment for industrial control systems cybersecurity: On-site and remote training Journal Article
In: IFAC-PapersOnLine, vol. 52, no. 9, pp. 278-284, 2019.
Comparison of Network Intrusion Detection Performance Using Feature Representation Proceedings Article
In: 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
In: XL Jornadas de Automática, pp. 366–373, Universidade da Coruña, Servizo de Publicacións 2019.
2018
Data Mining tool for Academic Data Exploitation. Graphical Data Analysis and Visualization. Technical Report
2018, ISBN: 978-989-20-8739-9.
Data Mining tool for Academic Data Exploitation. Selection of Most Suitable Algorithms. Technical Report
2018, ISBN: 978-989-20-8738-2.
2017
SPEET: An International Collaborative Experience in Data Mining For Education Proceedings Article
In: ICERI2017 Proceedings, pp. 1648-1656, IATED, Seville, Spain, 2017, ISSN: 2340-1095.
Using low-cost open source hardware to control Puma560 motors Journal Article
In: IFAC-PapersOnLine, vol. 50, no. 1, pp. 9180-9185, 2017.
Cybersecurity training in control systems using real equipment Journal Article
In: IFAC-PapersOnLine, vol. 50, no. 1, pp. 12179-12184, 2017.
Energy analytics in public buildings using interactive histograms Journal Article
In: Energy and Buildings, vol. 134, pp. 94–104, 2017, ISSN: 0378-7788.
Data Mining Tool for Academic Data Exploitation. Literature review and first architecture proposal Technical Report
ERASMUS + KA2 / KA203 2017, ISBN: 978-972-745-228-6.
Comparative analysis of the security of configuration protocols for industrial control devices Journal Article
In: 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
In: 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
In: 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
In: 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
In: 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
In: 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
In: Computers & Education, 2015.
A Low-Cost Open Source Hardware in Control Education. Case Study: Arduino-Feedback MS-150 Journal Article
In: IFAC-PapersOnLine, vol. 48, no. 29, pp. 117 - 122, 2015, ISSN: 2405-8963, (IFAC Workshop on Internet Based Control Education IBCE15 Italy), November 4-6, 2015).
2014
OPC-DB Link for the Management of New Systems in a Remote Laboratory Proceedings Article
In: IFAC World Congress, pp. 9715–9720, 2014.
2013
Analysis of Heating Systems in Buildings Using Self-Organizing Maps Proceedings Article
In: 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
In: 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
In: International Journal of Electrical Engineering Education, vol. 50, no. 2, pp. 172-187, 2013.
Analysis of electricity bills using visual continuous maps Journal Article
In: 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
In: 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
In: 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
In: 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
In: Intelligent Data Analysis for Real-Life Applications: Theory and Practice, IGI Global, 2012, ISBN: 978-1-4666-1806-0.
Monitoring Power Consumption using a Generalized Variant of Self-Organizing Map (SOM) Journal Article
In: International Journal of Modern Physics B, vol. 26, no. 25, 2012.
A LabVIEW Middleware to Control and Monitor KNX Systems Proceedings Article
In: Proceedings of the 5th KNX Scientific Conference, Las Palmas, 2012.
Advanced tools for electricity consumption monitoring Proceedings Article
In: 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
In: Expert Systems With Applications., vol. 39, no. 8, pp. 7110-7120, 2012.
Improving User Interaction in Remote Laboratories through HTML5/AJAX Proceedings Article
In: Advances in Control Education, pp. 282–287, 2012.
Virtual and Remote Laboratory of a DC Motor Proceedings Article
In: Advances in Control Education, pp. 288–293, 2012.
Visualization Maps based on SOM to analyze MIMO systems Journal Article
In: Neural Computing and Applications, 2012.
Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión. Proceedings Article
In: Proceedings of the VIII Simposio CEA de Control Inteligente, Baiona, España, 2012.
Visual continuous map for electrical bill comparisons Proceedings Article
In: 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
In: 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
In: Jaakko Hollmén; Frank Klawonn; Allan Tucker (Ed.): Advances in Intelligent Data Analysis XI, vol. 7619, pp. 219-229, Springer Berlin / Heidelberg, 2012.
Dimensionality reduction for damage detection in engineering structures. Journal Article
In: International Journal of Modern Physics B, vol. 26, no. 25, 2012.
2011
Sistema de supervisión de energía eléctrica en la Universidad de León. Proceedings Article
In: XXXII Jornadas de Automática, Sevilla, 2011.
Time series for fault detection in an industrial pilot plant Proceedings Article
In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
Dimensionality reduction for damage detection in engineering structures. Proceedings Article
In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
Remote Laboratory for Learning of AC Drive Control Proceedings Article
In: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.
Comparative analysis of power consumption in university buildings using envSOM. Book Section
In: Advances in Intelligent Data Analysis, IDA 2011, vol. 7014, pp. 10-21, Spri, Porto, 2011.
A variant of self-organizing map (SOM) for monitoring power consumption. Proceedings Article
In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
EnvSOM: A SOM Algorithm Conditioned on the Environment for Clustering and Visualization Book Section
In: Jorma Laaksonen; Timo Honkela (Ed.): Advances in Self-Organizing Maps, vol. 6731, pp. 61-70, Springer Berlin / Heidelberg, 2011.
Remote laboratory of a quadruple tank process for learning in control engineering using different industrial controllers Journal Article
In: Computer Applications in Engineering Education, pp. n/a–n/a, 2011, ISSN: 1099-0542.
2010
Visualization of Changes in Process Dynamics Using Self-Organizing Maps Book Section
In: Konstantinos Diamantaras; Wlodek Duch; Lazaros Iliadis (Ed.): Artificial Neural Networks - ICANN 2010, vol. 6353, pp. 343-352, Springer Berlin / Heidelberg, 2010.
Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes Journal Article
In: Engineering Applications of Artificial Intelligence, vol. 23, no. 1, pp. 8 - 17, 2010, ISSN: 0952-1976.
Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes Book Section
In: 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
In: 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
In: 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.
Técnicas de extracción del conocimiento basadas en data mining visual para la supervisión de procesos industriales. Análisis de la dinámica basado en mapas auto-organizados PhD Thesis
Universidad de León, 2009.
Visualization of MIMO Process Dynamics Using Local Dynamic Modelling with Self Organizing Maps Proceedings Article
In: 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
Inter-University Network of Remote Laboratories. Proceedings Article
In: 17th IFAC World Congress, Seoul, 2008.
Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps. Proceedings Article
In: 17th IFAC World Congress, Seoul, 2008.
2007
Remote Supervision of Industrial Processes based on PMML-defined SOM Models. Proceedings Article
In: European Control Conference 2007 (ECC07), Kos, Greece, 2007.
Modeling of Đynamics using Process State Projection on the Self Organizing Map. Book Section
In: 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
Remote operation of ABB IRB 1400 S4 robot over the Internet Proceedings Article
In: 7th IFAC SYMPOSIUM ON ADVANCES IN CONTROL EDUCATION, Madrid, 2006, (Depósito legal M-26008-2006).