Miguel Ángel Prada Medrano

RESEARCHER

PROFESOR TITULAR DE UNIVERSIDAD





PUBLICATIONS

2024

Antonio Morán; Serafín Alonso; Juan J Fuertes; Miguel A Prada; Lidia Roca; Manuel Domínguez

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2023

Miguel A Prada; Juan J Fuertes; José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Guzmán González-Mateos; Manuel Domínguez

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.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, LABORATORIOS VIRTUALES Y REMOTOS

Raúl González-Herbón; Guzmán González-Mateos; Serafín Alonso; Miguel A Prada; Juan J Fuertes; Antonio Morán; Manuel Domínguez

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.

Abstract | Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

José Ramón Rodríguez-Ossorio; Antonio Morán; Juan J Fuertes; Miguel A Prada; Ignacio Díaz; Manuel Domínguez

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.

Abstract | Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Abstract | Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2022

Manuel Domínguez; Daniel Pérez; Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes

Remote training in cybersecurity for industrial control systems Proceedings Article

In: IFAC-PapersOnLine, pp. 320-325, Elsevier B.V., 2022, ISSN: 2405-8963.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Martín Balboa; Serafín Alonso; Juan J Fuertes; Antonio Morán; Miguel A Prada; Daniel Pérez; Manuel Domínguez

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL

José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Guzmán González-Mateos; Antonio Morán; Miguel A Prada; Ignacio Díaz; Manuel Domínguez

Sensor virtual de caudal basado en técnicas de deep learning Proceedings Article

In: XVII Simposio CEA de Control Inteligente, pp. 81-86, 2022.

Links | BibTeX | Tags: INDUSTRIA 4.0, MACHINE LEARNING

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán; Daniel Pérez

Design of Platforms for Experimentation in Industrial Cybersecurity Journal Article

In: Applied Sciences (Switzerland), vol. 12, no. 13, 2022, ISSN: 2076-3417.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán; Daniel Pérez; José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Guzmán González-Mateos

Demostradores para la formación en digitalización de la industria Book Chapter

In: vol. 21, pp. 65-116, Universidad de León, 2022.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, INDUSTRIA 4.0, LABORATORIOS VIRTUALES Y REMOTOS

2021

Juan J Fuertes; Miguel A Prada; José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Daniel Pérez; Manuel Domínguez

Environment for education on Industry 4.0 Journal Article

In: IEEE Access, pp. 144395-144405, 2021, ISSN: 2169-3536.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, INDUSTRIA 4.0, LABORATORIOS VIRTUALES Y REMOTOS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: INDUSTRIA 4.0, MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Luis Francisco Martín Liras; Adolfo Rodríguez de Soto; Miguel A Prada

Feature analysis for data-driven APT-related malware discrimination Journal Article

In: Computers & Security, pp. 102202, 2021.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, MACHINE LEARNING

2020

Daniel Pérez; Serafín Alonso; Antonio Morán; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Evaluation of feature learning for anomaly detection in network traffic Journal Article

In: Evolving Systems, 2020.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, MACHINE LEARNING

Miguel A Prada; Manuel Domínguez; Jose Lopez Vicario; Paulo Alexandre Vara Alves; Marian Barbu; Michal Podpora; Umberto Spagnolini; Maria J Varanda Pereira; Ramon Vilanova

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.

Links | BibTeX | Tags: MACHINE LEARNING

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Ignacio Díaz; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Serafín Alonso; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Feature Extraction from Building Submetering Networks Using Deep Learning Journal Article

In: Sensors, vol. 20, no. 13, pp. 3665, 2020.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Raúl González-Herbón; José Ramón Rodríguez-Ossorio; Juan J Fuertes; Miguel A Prada; Antonio Morán

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

2019

Manuel Domínguez; Daniel Pérez; Miguel A Prada; Serafín Alonso; Antonio Morán; Juan J Fuertes

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.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Umberto Spagnolini; Luca Fontana; Anna Paganoni; Aldo Torrebruno; Miguel A Prada; Manuel Domínguez; Antonio Morán; Ramón Vilanova; J. L. Vicario; Maria J Varanda; Paulo Alves; Michal Podpora; Marian Barbu

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.

BibTeX | Tags: MACHINE LEARNING

Marian Barbu; Ramón Vilanova; J. L. Vicario; Maria J Varanda; Paulo Alves; Michal Podpora; A. Kawala-Janik; Miguel A Prada; Manuel Domínguez; Umberto Spagnolini; Luca Fontana

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.

BibTeX | Tags: MACHINE LEARNING

Serafín Alonso; Antonio Morán; Miguel A Prada; Perfecto Reguera; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Ramón Vilanova; Miguel A Prada; J. L. Vicario; Marian Barbu; Maria J Varanda; Michal Podpora; Umberto Spagnolini; Paulo Alves; Anna Paganoni

Visual data analysis of engineering students performance from academic data Proceedings

no. 50-61, 2019.

BibTeX | Tags: MACHINE LEARNING

Ramón Vilanova; Manuel Domínguez; J. L. Vicario; Miguel A Prada; Marian Barbu; Maria J Varanda; Paulo Alves; Michal Podpora; Umberto Spagnolini; Anna Paganoni

Data-driven tool for monitoring of students performance Journal Article

In: IFAC-PapersOnLine, vol. 52, no. 9, pp. 190-195, 2019.

Links | BibTeX | Tags: MACHINE LEARNING

Manuel Domínguez; Antonio Morán; Serafín Alonso; Miguel A Prada; Daniel Pérez; Juan J Fuertes

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, INDUSTRIA 4.0

Daniel Pérez; Serafín Alonso; Antonio Morán; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, MACHINE LEARNING

Martín Balboa; Serafín Alonso; Juan J Fuertes; Antonio Morán; Miguel A Prada

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.

BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL

2018

Miguel A Prada; Manuel Domínguez; Antonio Morán; Ramón Vilanova; J. L. Vicario; Maria J Varanda; Paulo Alves; Michal Podpora; Marian Barbu; Aldo Torrebruno; Umberto Spagnolini

Data Mining tool for Academic Data Exploitation. Graphical Data Analysis and Visualization. Technical Report

2018, ISBN: 978-989-20-8739-9.

BibTeX | Tags: MACHINE LEARNING

J. L. Vicario; Ramón Vilanova; M. Bazzarelli; A. Paganoni; Umberto Spagnolini; Aldo Torrebruno; Miguel A Prada; Antonio Morán; Manuel Domínguez; Maria J Varanda; Michal Podpora; Marian Barbu

Data Mining tool for Academic Data Exploitation. Selection of Most Suitable Algorithms. Technical Report

2018, ISBN: 978-989-20-8738-2.

BibTeX | Tags: MACHINE LEARNING

2017

Ramón Vilanova; José Lopez; Miguel A Prada; Marian Barbu; Manuel Dominguez; Maria J Varanda; Michal Podpora; Umberto Spagnolini; Paulo Alves; Anna Paganoni

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.

Links | BibTeX | Tags: MACHINE LEARNING

Perfecto Reguera; Serafín Alonso; Miguel A Prada; Antonio Morán; Juan J Fuertes

Using low-cost open source hardware to control Puma560 motors Journal Article

In: IFAC-PapersOnLine, vol. 50, no. 1, pp. 9180-9185, 2017.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

Manuel Domínguez; Miguel A Prada; Perfecto Reguera; Juan J Fuertes; Serafín Alonso; Antonio Morán

Cybersecurity training in control systems using real equipment Journal Article

In: IFAC-PapersOnLine, vol. 50, no. 1, pp. 12179-12184, 2017.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, LABORATORIOS VIRTUALES Y REMOTOS

Ignacio Díaz; Abel A Cuadrado; Daniel Pérez; Manuel Domínguez; Serafín Alonso; Miguel A Prada

Energy analytics in public buildings using interactive histograms Journal Article

In: Energy and Buildings, vol. 134, pp. 94–104, 2017, ISSN: 0378-7788.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Marian Barbu; Ramón Vilanova; José Lopéz; Maria J Varanda; Paulo Alves; Michal Podpora; Miguel A Prada; Antonio Morán; Aldo Torrebruno; Rodica Tocu Simona Marin

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.

BibTeX | Tags: MACHINE LEARNING

Luis Martín; Miguel A Prada; Juan J Fuertes; Antonio Morán; Serafín Alonso; Manuel Domínguez

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.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2016

Miguel A Prada; Perfecto Reguera; Serafín Alonso; Antonio Morán; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, INDUSTRIA 4.0

2015

Serafín Alonso; Miguel A Prada; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Carlos Del J Canto; Miguel A Prada; Juan J Fuertes; Serafín Alonso; Manuel Domínguez

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).

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, LABORATORIOS VIRTUALES Y REMOTOS

Manuel Domínguez; Serafín Alonso; Antonio Morán; Miguel A Prada; Juan J Fuertes

Dimensionality reduction techniques to analyze heating systems in buildings Journal Article

In: Information Sciences, vol. 294, pp. 553–564, 2015.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Miguel A Prada; Juan J Fuertes; Serafín Alonso; Sergio García; Manuel Domínguez

Challenges and solutions in remote laboratories. Application to a remote laboratory of an electro-pneumatic classification cell Journal Article

In: Computers & Education, 2015.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Perfecto Reguera; Domingo García; Manuel Domínguez; Miguel A Prada; Serafín Alonso

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).

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL

2014

Manuel Domínguez; Serafín Alonso; Juan J Fuertes; Miguel A Prada; Pablo Barrientos; others

OPC-DB Link for the Management of New Systems in a Remote Laboratory Proceedings Article

In: IFAC World Congress, pp. 9715–9720, 2014.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

2013

Pablo Barrientos; Carlos Del J Canto; Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Juan J Fuertes; Manuel Domínguez; Miguel A Prada; Serafín Alonso; Antonio Morán

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.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Antonio Morán; Juan J Fuertes; Manuel Domínguez; Miguel A Prada; Serafín Alonso; Pablo Barrientos

Analysis of electricity bills using visual continuous maps Journal Article

In: Neural Computing and Applications, pp. 1-11, 2013, ISSN: 0941-0643.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Ignacio Díaz; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán; Pablo Barrientos

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

Miguel A Prada; Manuel Domínguez; Juan J Fuertes; Pablo Barrientos; Carlos Del J Canto; Sergio García

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

2012

Ignacio Díaz; Abel A Cuadrado; Alberto B Díez; Manuel Domínguez; Juan J Fuertes; Miguel A Prada

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.

Links | BibTeX | Tags: MACHINE LEARNING

Serafín Alonso; Antonio Morán; Miguel A Prada; Pablo Barrientos; Manuel Domínguez

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Serafín Alonso; Antonio Morán; Miguel A Prada; Pablo Barrientos

A LabVIEW Middleware to Control and Monitor KNX Systems Proceedings Article

In: Proceedings of the 5th KNX Scientific Conference, Las Palmas, 2012.

BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL

Manuel Domínguez; Juan J Fuertes; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

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.

Links | BibTeX | Tags: SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Ignacio Díaz; Miguel A Prada; Serafín Alonso; Antonio Morán

Monitoring industrial processes with SOM-based dissimilarity maps. Journal Article

In: Expert Systems With Applications., vol. 39, no. 8, pp. 7110-7120, 2012.

Links | BibTeX | Tags: MACHINE LEARNING

Manuel Domínguez; Miguel A Prada; Antonio Morán; Serafín Alonso; Pablo Barrientos

Improving User Interaction in Remote Laboratories through HTML5/AJAX Proceedings Article

In: Advances in Control Education, pp. 282–287, 2012.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Juan J Fuertes; Serafín Alonso; Antonio Morán; Miguel A Prada; Sergio García; Carlos Del J Canto

Virtual and Remote Laboratory of a DC Motor Proceedings Article

In: Advances in Control Education, pp. 288–293, 2012.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Juan J Fuertes; Manuel Domínguez; Ignacio Díaz; Miguel A Prada; Serafín Alonso; Antonio Morán

Visualization Maps based on SOM to analyze MIMO systems Journal Article

In: Neural Computing and Applications, 2012.

Links | BibTeX | Tags: MACHINE LEARNING

Antonio Morán; Juan J Fuertes; Abel A Cuadrado; Miguel A Prada; Serafín Alonso; Manuel Domínguez

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.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Juan J Fuertes; Manuel Domínguez; Miguel A Prada; Serafín Alonso; Pablo Barrientos

Visual continuous map for electrical bill comparisons Proceedings Article

In: Proceedings of the 10th Portuguese Conference on Automatic Control, Funchal, Portugal, 2012.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Manuel Domínguez; Ignacio Díaz

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.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Juan J Fuertes; Manuel Domínguez; Ignacio Díaz

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Miguel A Prada; Manuel Domínguez; Pablo Barrientos; Sergio García

Dimensionality reduction for damage detection in engineering structures. Journal Article

In: International Journal of Modern Physics B, vol. 26, no. 25, 2012.

Links | BibTeX | Tags: MACHINE LEARNING

2011

Juan J Fuertes; Manuel Domínguez; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

Sistema de supervisión de energía eléctrica en la Universidad de León. Proceedings Article

In: XXXII Jornadas de Automática, Sevilla, 2011.

BibTeX | Tags: SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Serafín Alonso; Miguel A Prada; Roberto García; Juan J Fuertes

Time series for fault detection in an industrial pilot plant Proceedings Article

In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.

BibTeX | Tags: MACHINE LEARNING

Miguel A Prada; Antonio Morán; Serafín Alonso; Juan J Fuertes

Dimensionality reduction for damage detection in engineering structures. Proceedings Article

In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.

BibTeX | Tags: MACHINE LEARNING

Manuel Domínguez; Juan J Fuertes; Perfecto Reguera; Antonio Morán; Serafín Alonso; Miguel A Prada

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

Serafín Alonso; Manuel Domínguez; Miguel A Prada; Mika Sulkava; Jaakko Hollmén

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.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Serafín Alonso; Antonio Morán; Miguel A Prada; Pablo Barrientos; Manuel Domínguez

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.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Serafín Alonso; Mika Sulkava; Miguel A Prada; Manuel Domínguez; Jaakko Hollmén

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.

Links | BibTeX | Tags: MACHINE LEARNING

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

2010

Ignacio Díaz; Abel A Cuadrado; Alberto B Díez; Manuel Domínguez; Juan J Fuertes; Miguel A Prada

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

Juan J Fuertes; Manuel Domínguez; Perfecto Reguera; Miguel A Prada; Ignacio Díaz; Abel A Cuadrado

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.

Links | BibTeX | Tags: MACHINE LEARNING

Miguel A Prada; Manuel Domínguez; Ignacio Díaz; Juan J Fuertes; Perfecto Reguera; Antonio Morán; Serafín Alonso

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.

Links | BibTeX | Tags: MACHINE LEARNING

2009

Manuel Domínguez; Juan J Fuertes; Perfecto Reguera; Miguel A Prada; Serafín Alonso; Antonio Morán

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.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Manuel Domínguez; Juan J Fuertes; Perfecto Reguera; Miguel A Prada; Serafín Alonso; Antonio Morán; Fernando Friz; Alberto B Díez

Tool for instruction and learning on variable speed drives through the Internet. Proceedings Article

In: European Control Conference, ECC09, Budapest, Hungary, 2009.

BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

Manuel Domínguez; Juan J Fuertes; Perfecto Reguera; Miguel A Prada; Serafín Alonso; Antonio Morán

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.

BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, LABORATORIOS VIRTUALES Y REMOTOS

Miguel A Prada

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.

BibTeX | Tags: MACHINE LEARNING

Ignacio Díaz; Abel A Cuadrado; Alberto B Díez; Juan J Fuertes; Manuel Domínguez; Miguel A Prada

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.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

2008

Manuel Domínguez; Juan J Fuertes; Perfecto Reguera; Miguel A Prada; Antonio Morán

Inter-University Network of Remote Laboratories. Proceedings Article

In: 17th IFAC World Congress, Seoul, 2008.

Links | BibTeX | Tags: LABORATORIOS VIRTUALES Y REMOTOS

Juan J Fuertes; Miguel A Prada; Manuel Domínguez; Perfecto Reguera; Ignacio Díaz; Alberto B Díez

Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps. Proceedings Article

In: 17th IFAC World Congress, Seoul, 2008.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

2007

Juan J Fuertes; Miguel A Prada; Manuel Domínguez; Perfecto Reguera; Ignacio Díaz

Remote Supervision of Industrial Processes based on PMML-defined SOM Models. Proceedings Article

In: European Control Conference 2007 (ECC07), Kos, Greece, 2007.

BibTeX | Tags: MACHINE LEARNING

Juan J Fuertes; Miguel A Prada; Manuel Domínguez; Perfecto Reguera; Ignacio Díaz; Abel A Cuadrado

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.

Links | BibTeX | Tags: MACHINE LEARNING

2006

Perfecto Reguera; Manuel Domínguez; H Alaiz; Juan J Fuertes; Miguel A Prada

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).

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL