MACHINE LEARNING

PROJECTS

INTELLIGENT DATA-BASED MODELING APPLIED TO INDUSTRIAL FACILITIES FOR THE IMPROVEMENT OF ENERGY EFFICIENCY (PID2020-117890RB-I00).

Funding entity: Spanish Ministry of Science and Innovation
Start and end date: 01/09/2021 – 31/08/2025

EXPERIMENTAL STUDY FOR CYBERSECURITY DIAGNOSTICS  ON CONTROL & MONITORING SYSTEMS OF THE CRITICAL INFRASTRUCTURES (LE045P17)

Funding entity: Junta de Castilla y León.
Name of the program: Research projects of Junta de Castilla y León, co-financed by European Regional development funds
Entities involved: University of León.
Start and end date: 2017 to 2019.

ERASMUS + STUDENT PROFILE FOR ENHANCING ENGINEERING TUTORING. 016-1-ES01-KA203-025452.

Funding entity: Spanish Ministry of Education, Culture and Sports.
Entities involved: Instituto Politécnico de Bragança; Politechnika Opolska; Politecnico de Milano;
University of León; Universitat Autònoma de Barcelona; Universitatea Dunarea de Jos Din Galati .
Start and end date: 2016 to 2019.

TECHNIQUES OF MODELING, PREDICTION AND INTERACTIVE VISUALIZATION OF DATA TO IMPROVE ENERGY EFFICIENCY IN BUILDINGS AND INDUSTRIAL FACILITIES (DPI2015-69891-C2-1-R)

Funding entity / s: Ministry of Economy and Competitiveness.
Name of the program: State Program of R & D Oriented towards the Challenges of the Society
Dates: 01/01/2016 – 12/31/2018
Entity / is participant / s: University of León; Oviedo University; Aalto University; Université Catholique de Louvain.
Duration: 3 years.

OBTAINING DYNAMIC MODELS USING PROJECTION TECHNIQUES TO IMPROVE ENERGY EFFICIENCY IN BUILDINGS OF THE TERTIARY SECTOR (ULE2009-4)

Funding entity: Universidad de León.
Start date: 02/23/2010
Duration: 1 year.

DEVELOPMENT OF A METHODOLOGY FOR SUPERVISION AND IMPROVEMENT OF PROCESSES BASED ON THE VISUAL REPRESENTATION OF DYNAMIC BEHAVIOR. DPI2009-13398-C02-02

Funding entity: Ministry of Science and Technology.
Duration, granted July 2009 (4 years).

MODELING THE DYNAMICS OF INDUSTRIAL PROCESSES USING SELF-ORGANIZED TOPOLOGICAL MAPS

Funding entity: JUNTA DE CASTILLA Y LEON, EDUCATION COUNSELING. Order EDU / 1160/2008.
Entity of realization: University of León
Duration 2008-2009 (2 years).

ADVANCED EXTRACTION AND REPRESENTATION TECHNIQUES KNOWLEDGE IN REMOTE SUPERVISION OF COMPLEX INDUSTRIAL PROCESSES VIA INTERNET (DPI2004-07662)

Funding entity: Ministry of Science and Technology.
Duration, from: December 12, 2004 to December 12, 2005.

REMOTE SUPERVISION OF PROCESSES DISTRIBUTED VIA INTERNET

Funding entity: (ACSUCYL) AGENCY FOR THE QUALITY OF THE UNIVERSITY SYSTEM OF CASTILLA Y LEÓN. CASTILLA AND LEÓN REGIONAL GOVERNMENT. EDU / 1225/2006.
Duration, granted July 2006 (2 years).

ADVANCED SUPERVISION OF PASTEURIZATION PROCESSES.

Research contract: GEA PROCESS ENGINEERING, S.A.
Advanced monitoring of pasteurization processes.
Duration: from June 1, 2015 to May 31, 2016.

PROVISION OF THE TECHNICAL SUPPORT SERVICE FOR THE MANAGEMENT AND MAINTENANCE OF THE CONTROL SYSTEMS OF THE COOLED WATER PRODUCTION FACILITIES.

Agreement: University Assistance Complex of León (Hospital de León).
Provision of technical support service for management and maintenance of the control systems of the chilled water production facilities of the University Assistance Complex of León (Hospital de León).
Duration: February 16, 2015 to December 31, 2015.

PROVISION OF DATA COLLECTION, STUDY AND ANALYSIS OF ELECTRICAL CONSUMPTION PROFILES.

Agreement: University Assistance Complex of León (Hospital de León).
Provision of data collection, study and analysis of electrical consumption profiles of the University Care Complex of León (Hospital de León).
Duration: March 1, 2014 to October 31, 2014.

TECHNICAL SUPPORT SERVICE FOR MANAGEMENT AND MAINTENANCE OF CONTROL SYSTEMS OF COOLED WATER PRODUCTION FACILITIES.

Agreement: University Assistance Complex of León (Hospital de León).
Technical support service for management and maintenance of the control systems of the chilled water production facilities.
Duration: July 16, 2013 to July 15, 2014.

STUDY AND OPTIMIZATION OF SUPERVISORY AND CONTROL SYSTEMS TO IMPROVE ENERGY EFFICIENCY.

Agreement: University of León
Study and optimization of supervision and control systems to improve energy efficiency in the facilities of the University of León. Technical support for the telemanagement system of energy consumption in the facilities of the University of León.
From: December 1, 2010 to December 31, 2013.

REMOTE SUPERVISION OF INDUSTRIAL PROCESSES DISTRIBUTED VIA INTERNET (LE015B06).

Funding entity / s: Junta de Castilla y León.
Start date: July 26, 2006.

PUBLICATIONS

2024

José Ramón Rodríguez-Ossorio; Claudio Gallicchio; Antonio Morán; Ignacio Díaz; Juan J Fuertes; Manuel Domínguez

Deep Echo State Networks for Modelling of Industrial Systems Proceedings Article

In: Engineering Applications of Neural Networks, pp. 106–119, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-62495-7.

Links | BibTeX

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

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.

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2023

José Ramón Rodríguez-Ossorio; Antonio Morán; Serafín Alonso; Daniel Pérez; Ignacio Díaz; Manuel Domínguez

Echo State Networks for anomaly detection in industrial systems Journal Article

In: IFAC-PapersOnLine, vol. 56, no. 2, pp. 1472–1477, 2023, ISSN: 2405-8963.

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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

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

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

Diego García; Daniel Pérez; Panagiotis Papapetrou; Ignacio Díaz; Abel A Cuadrado; José María Enguita; Ana González; Manuel Domínguez

Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation Proceedings Article

In: IFIP International Conference on Artificial Intelligence Applications and Innovations, pp. 421–433, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.

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José María Enguita; Ignacio Ignacio Díaz; Diego García; Abel A Cuadrado; José Ramón Rodríguez-Ossorio

Principal Component Modes of Reservoir Dynamics in Reservoir Computing Proceedings Article

In: IFIP International Conference on Artificial Intelligence Applications and Innovations, pp. 434–445, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.

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2022

Raúl González-Herbón; José Ramón Rodríguez-Ossorio; Guzmán González-Mateos; Antonio Morán; Serafín Alonso; Juan J Fuertes

Control de caudal con un sensor virtual basado en técnicas de deep learning Proceedings Article

In: XLIII Jornadas de Automática, pp. 368–375, Universidade da Coruña. Servizo de Publicacións 2022.

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Ana González; Ignacio Díaz; Abel A Cuadrado; Diego García; Daniel Pérez

Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders Journal Article

In: Computers and Electrical Engineering, vol. 101, pp. 108065, 2022, ISSN: 0045-7906.

Abstract | Links | BibTeX

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.

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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.

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2021

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.

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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.

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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.

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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.

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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.

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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.

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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.

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2019

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.

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Serafín Alonso; Daniel Pérez; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

A deep learning approach for fusing sensor data from screw compressors Journal Article

In: Sensors, vol. 19, no. 13, 2019, ISSN: 1424-8220.

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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

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

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.

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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

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.

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Serafín Alonso; Antonio Morán; Daniel Pérez; Perfecto Reguera; Ignacio Díaz; Manuel Domínguez

Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers Proceedings Article

In: Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks, pp. 307-319, EANN2019 Springer, 2019, ISBN: 978-3-030-20257-6.

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Gonzalo Vergara; Juan J Carrasco; Jesus Martínez-Gómez; Manuel Domínguez; José A Gámez; Emilio Soria-Olivas

Global and Local Clustering-Based Regression Models to Forecast Power Consumption in Buildings Proceedings Article

In: Architecture and Design: Breakthroughs in Research and Practice , pp. 506-536, IGI Global, 2019.

Links | BibTeX

2018

Diego García; Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Manuel Domínguez; Antonio Morán

Interactive visualization for NILM in large buildings using non-negative matrix factorization Journal Article

In: Energy and Buildings, vol. 176, pp. 95 - 108, 2018, ISSN: 0378-7788.

Links | BibTeX

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

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

Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Diego García; Manuel Domínguez

Interactive dimensionality reduction of large datasets using interpolation Proceedings Article

In: Proceedings of the ESANN 2018 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 117-122, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning 2018.

BibTeX

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

Diego García; Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Manuel Domínguez

Latent variable analysis in hospital electric power demand using non-negative matrix factorization Proceedings Article

In: Proceedings of ESANN 2017, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 507-512, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning 2017.

BibTeX

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.

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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

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.

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2016

Gonzalo Vergara; Juan I Alonso; Emilio Soria; José A Gámez; Manuel Domínguez

Random extreme learning machines to predict electric load in buildings Journal Article

In: Progress in Artificial Intelligence, pp. 1–7, 2016, ISSN: 2192-6360.

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2015

Daniel Pérez

Supervisión y análisis de procesos con dinámica mediante principios y técnicas de visualización PhD Thesis

Universidad de Oviedo, 2015.

BibTeX

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.

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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.

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2014

Daniel Pérez; Ignacio Díaz; Abel A Cuadrado; Francisco J García; Alberto B Díez; Manuel Domínguez

Power-Consumption Analysis through Web-Based Visual Data Exploration Proceedings Article

In: World Congress, pp. 11257–11262, 2014.

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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.

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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.

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Fernando Mateo; Juan J Carrasco; Abderrahim Sellami; Mónica Millán; Manuel Domínguez; Ignacio Díaz; Emilio Soria

Machine learning methods to forecast temperature in buildings Journal Article

In: Expert Systems with Applications, vol. 40, no. 4, pp. 1061–1068, 2013.

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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.

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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.

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Daniel Pérez; Francisco J García; Ignacio Díaz; Abel A Cuadrado; Daniel G Ordóñez; Alberto B Díez; Manuel Domínguez

Visual analysis of a cold rolling process using a dimensionality reduction approach Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 26, no. 8, pp. 1865–1871, 2013.

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2012

Antonio Morán

Análisis y predicción de perfiles de consumo energético en edificios públicos mediante técnicas de minería de datos PhD Thesis

Universidad de Oviedo, 2012.

BibTeX

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.

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Serafín Alonso

Supervision de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual PhD Thesis

Universidad de Oviedo, 2012.

BibTeX

Daniel G Ordóñez; Abel A Cuadrado; Ignacio Díaz; Francisco J García; Alberto B Díez; Juan J Fuertes

Visual analysis of residuals from data-based models in complex industrial processes Journal Article

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

Links | BibTeX

Serafín Alonso; Alberto B Díez; Manuel Domínguez

Supervisión de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual Proceedings Article

In: X Simposio de Ingeniería de Control, Barcelona, 2012.

BibTeX

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.

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

MorphingProjections: Interactive Visualization of Electric Power Demand Time Series Proceedings Article

In: M Meyer; T Weinkauf (Ed.): Eurographics Conference on Visualization (EuroVis2012), 2012.

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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.

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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.

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Antonio Morán; Juan J Fuertes; Serafín Alonso; Carlos Del J Canto; Manuel Domínguez

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

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

Links | BibTeX

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

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

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

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.

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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.

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2011

Francisco J García; Ignacio Díaz; Ignacio Álvarez; Daniel Pérez; Daniel G González; Manuel Domínguez

Spectrogram Analysis using Manifold Learning. Proceedings Article

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

BibTeX

Daniel G González; Abel A Cuadrado; Ignacio Díaz; Francisco J García; Alberto B Díez; Juan J Fuertes

Visual analysis of residuals from data-based models in complex industrial processes. Proceedings Article

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

BibTeX

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

Daniel Pérez; Ignacio Díaz; Francisco J García; Pablo Barrientos

Visualization of Power Systems Consumptions by Manifold Learning. Proceedings Article

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

BibTeX

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

Manuel Domínguez; Juan J Fuertes; Ignacio Díaz; Abel A Cuadrado; Serafín Alonso; Antonio Morán

Analysis of Electric Power Consumption Using Self-Organizing Maps Proceedings Article

In: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.

Links | BibTeX

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.

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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

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.

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Ignacio Díaz; Abel A Cuadrado; Alberto B Díez; Manuel Domínguez

Manifold Learning for Visualization of Vibrational States of a Rotating Machine Book Section

In: Timo Honkela; Wlodzislaw Duch; Mark Girolami; Samuel Kaski (Ed.): Artificial Neural Networks and Machine Learning - ICANN 2011, vol. 6792, pp. 285-292, Springer Berlin / Heidelberg, 2011.

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Ignacio Díaz; Antonio Robles; Abel A Cuadrado; Alberto B Díez; Manuel Domínguez; Juan J Fuertes

Control Maps: Visualization of Local Robustness Properties for Control System Design Proceedings Article

In: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.

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Francisco J García; Ignacio Díaz; Ignacio Álvarez; Daniel Pérez; Daniel G Ordóñez; Manuel Domínguez

Time-frequency analysis of hot rolling using manifold learning Proceedings Article

In: Engineering Applications of Neural Networks, pp. 150–155, Springer, 2011.

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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.

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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.

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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.

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2009

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.

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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.

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2008

Ignacio Díaz; Manuel Domínguez; Abel A Cuadrado; Juan J Fuertes

A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes. Journal Article

In: Expert Systems with Applications., vol. 34, no. 4, pp. 2953-2965, 2008.

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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.

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2007

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

Internet-based remote Supervision of Industrial Processes using Self-organizing maps. Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 20, no. 6, pp. 757–765, 2007.

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Ignacio Díaz; Abel A Cuadrado; Alberto B Díez; Juan J Fuertes; Manuel Domínguez; Perfecto Reguera

Visualization of Dynamics Using Local Dynamic Modelling with Self Organizing Maps. Book Section

In: 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.

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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.

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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.

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2006

Juan J Fuertes

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.

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2005

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

Internet based remote Supervision of Industrial Processes using Self Organizing Maps. Proceedings Article

In: 9th International Conference on Engineering Applications of Neural Networks, Francia, 2005.

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

Industrial Supervision System based on Visual Đata Mining and Motion Ŧrajectory Analysis. Proceedings Article

In: International Federation of Automatic Control 16th IFAC World Congress, Prague, 2005.

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2003

Manuel Domínguez

Supervisión remota de procesos complejos vía Internet mediante Técnicas de Data Mining Visual. Aplicación a una planta piloto industrial. PhD Thesis

Universidad de Oviedo, 2003.

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2002

Ignacio Díaz; Alberto B Díez; Abel A Cuadrado; Manuel Domínguez

Prior Knowledge Integration in Self Organizing Maps for Complex Process Supervision Proceedings Article

In: 15th IFAC World Congress, Barcelona, Spain, 2002.

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Abel A Cuadrado; Ignacio Díaz; Alberto B Díez; Manuel Domínguez; Faustino Obeso

MAPREX: A SOM-based condition monitoring system Proceedings Article

In: 15TH IFAC World Congress of Automatic Control, Barcelona, 2002, ISBN: 0-08-044295-1.

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