MACHINE LEARNING

@inproceedings{Ossorio25ESNDelayed,

title = {ESN with Delayed Inputs to Model Industrial Processes},

author = {José Ramón Rodríguez-Ossorio and Antonio Morán and Juan J Fuertes and Claudio Gallicchio and Lidia Roca and Manuel Domínguez},

doi = {10.1007/978-3-031-96196-0_11},

isbn = {978-3-031-96196-0},

year  = {2025},

date = {2025-06-22},

urldate = {2025-06-22},

booktitle = {Engineering Applications of Neural Networks},

pages = {141–153},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Herbon2025ESNDigitalTwins,

title = {ESN Architectures for Industrial Process Modelling to Develop Digital Twins},

author = {Raúl González-Herbón and Serafín Alonso and Miguel A Prada and Ignacio Díaz and Manuel Domínguez and Juan J Fuertes},

doi = {https://doi.org/10.1007/978-3-031-96199-1_7},

isbn = {978-3-031-96199-1},

year  = {2025},

date = {2025-06-22},

urldate = {2025-01-01},

booktitle = {Engineering Applications of Neural Networks},

pages = {81–93},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Herbon2025Modelado,

title = {Modelado de sistemas industriales no lineales mediante SINDyc para la construcción de gemelos digitales},

author = {Raúl González-Herbón and Juan J Fuertes and Serafín Alonso and Guzmán González-Mateos and José Ramón Rodríguez-Ossorio and Manuel Domínguez},

url = {https://ingmec.ual.es/ojs/index.php/RBVM25/article/view/67},

year  = {2025},

date = {2025-06-11},

urldate = {2025-06-11},

booktitle = {XX Simposio CEA de Control Inteligente: libro de actas. Universidad de Huelva},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{enguita_trustworthiness_2024,

title = {Trustworthiness Score for Echo State Networks by Analysis of the Reservoir Dynamics},

author = {José María Enguita and Diego García and Abel A Cuadrado and Daniel García-Peña and José Ramón Rodríguez-Ossorio and Ignacio Díaz},

url = {https://www.esann.org/sites/default/files/proceedings/2024/ES2024-38.pdf},

doi = {10.14428/esann/2024.ES2024-38},

isbn = {978-2-87587-090-2},

year  = {2024},

date = {2024-10-09},

urldate = {2024-01-01},

booktitle = {ESANN 2024 proceesdings},

pages = {455–460},

publisher = {Ciaco - i6doc.com},

address = {Bruges (Belgium) and online},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Ossorio2024Deep,

title = {Deep Echo State Networks for Modelling of Industrial Systems},

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

doi = {10.1007/978-3-031-62495-7_9},

isbn = {978-3-031-62495-7},

year  = {2024},

date = {2024-06-22},

urldate = {2024-06-22},

booktitle = {Engineering Applications of Neural Networks},

pages = {106–119},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Moran2024Machine,

title = {Machine Learning Modeling in Industrial Processes for Visual Analysis},

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

doi = {10.1007/978-3-031-62495-7_29},

isbn = {978-3-031-62495-7},

year  = {2024},

date = {2024-06-22},

urldate = {2024-06-22},

booktitle = {Engineering Applications of Neural Networks},

pages = {379–391},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{RodriguezOssorio2023Adaptive,

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

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

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

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

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {367--378},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{GonzalezHerbon2023Virtual,

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

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

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

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

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {433--444},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{10.1007/978-3-031-34204-2_21,

title = {Hierarchical Prediction in Incomplete Submetering Systems Using a CNN},

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

doi = {10.1007/978-3-031-34204-2_21},

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

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {239--250},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Garcia2023conditioned,

title = {Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation},

author = {Diego García and Daniel Pérez and Panagiotis Papapetrou and Ignacio Díaz and Abel A Cuadrado and José María Enguita and Ana González and Manuel Domínguez},

doi = {10.1007/978-3-031-34171-7_34},

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

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {IFIP International Conference on Artificial Intelligence Applications and Innovations},

pages = {421–433},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Enguita2023principal,

title = {Principal Component Modes of Reservoir Dynamics in Reservoir Computing},

author = {José María Enguita and Ignacio Díaz and Diego García and Abel A Cuadrado and José Ramón Rodríguez-Ossorio},

doi = {10.1007/978-3-031-34171-7_35},

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

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {IFIP International Conference on Artificial Intelligence Applications and Innovations},

pages = {434–445},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{gonzalez2022control,

title = {Control de caudal con un sensor virtual basado en técnicas de deep learning},

author = { Raúl González-Herbón and José Ramón Rodríguez-Ossorio and Guzmán González-Mateos and Antonio Morán and Serafín Alonso and Juan J Fuertes},

doi = {10.17979/spudc.9788497498418.0368},

year  = {2022},

date = {2022-09-01},

urldate = {2022-01-01},

booktitle = {XLIII Jornadas de Automática},

pages = {368--375},

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

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nokey,

title = {Sensor virtual de caudal basado en técnicas de deep learning},

author = { José Ramón Rodríguez-Ossorio and Raúl González-Herbón and Guzmán González-Mateos and Antonio Morán and Miguel A Prada and Ignacio Díaz and Manuel Domínguez},

doi = {10.18002/simceaci},

year  = {2022},

date = {2022-06-29},

urldate = {2022-07-01},

booktitle = {XVII Simposio CEA de Control Inteligente},

journal = {XVII Simposio CEA de Control Inteligente},

pages = {81-86},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso2022Reconstructing,

title = {Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network},

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

doi = {10.1007/978-3-031-08223-8_21},

issn = {1865-0937},

year  = {2022},

date = {2022-06-10},

urldate = {2022-01-01},

booktitle = {Communications in Computer and Information Science},

volume = {1600 CCIS},

pages = {247-259},

publisher = {Springer Science and Business Media Deutschland GmbH},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso2020probabilistic,

title = {Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network},

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

doi = {10.1007/978-3-030-48791-1_11},

year  = {2020},

date = {2020-01-01},

booktitle = {International Conference on Engineering Applications of Neural Networks},

pages = {155--166},

organization = {Springer, Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Spagnolini2019,

title = {Data mining tool for academic data exploitation: Webtool description and usage},

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

isbn = {978-989-20-9286-7},

year  = {2019},

date = {2019-09-01},

booktitle = {Webtool description and usage Erasmus+ KA2 /KA203 project SPEET- Student Profiel for Enhancing Engineering Tutoring},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Barbu2019,

title = {Data mining tool for academic data exploitation: Publication Report on Engineering Students Profiles},

author = {Marian Barbu and Ramón Vilanova and J. L. Vicario and Maria J Varanda and Paulo Alves and Michal Podpora and A. Kawala-Janik and Miguel A Prada and Manuel Domínguez and Umberto Spagnolini and Luca Fontana},

isbn = {978-989-20-9286-7},

year  = {2019},

date = {2019-09-01},

booktitle = {Publication Report on Engineering Students Porfiles Erasmus+ KA2 / KA203 project SPEET -Student Profile for Enhancing Engineering Tutoring},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Pérez2019,

title = {Comparison of Network Intrusion Detection Performance Using Feature Representation},

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

doi = {10.1007/978-3-030-20257-6_40},

isbn = {978-3-030-20257-6},

year  = {2019},

date = {2019-05-15},

booktitle = {Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks},

pages = {463-475},

publisher = {Springer},

organization = {EANN2019},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Alonso2019,

title = {Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers},

author = {Serafín Alonso and Antonio Morán and Daniel Pérez and Perfecto Reguera and Ignacio Díaz and Manuel Domínguez},

doi = {10.1007/978-3-030-20257-6_26},

isbn = {978-3-030-20257-6},

year  = {2019},

date = {2019-05-15},

booktitle = {Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks},

pages = {307-319},

publisher = {Springer},

organization = {EANN2019},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Vergara2019,

title = {Global and Local Clustering-Based Regression Models to Forecast Power Consumption in Buildings},

author = {Gonzalo Vergara and Juan J Carrasco and Jesus Martínez-Gómez and Manuel Domínguez and José A Gámez and Emilio Soria-Olivas },

doi = {10.1018/978-1-5225-7314-2.ch018},

year  = {2019},

date = {2019-02-21},

booktitle = {Architecture and Design: Breakthroughs in Research and Practice },

pages = {506-536},

publisher = {IGI Global},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Díaz2018,

title = {Interactive dimensionality reduction of large datasets using interpolation},

author = {Ignacio Díaz and Daniel Pérez and Abel A Cuadrado and Diego García and Manuel Domínguez},

year  = {2018},

date = {2018-03-01},

booktitle = {Proceedings of the ESANN 2018 -  European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

pages = {117-122},

organization = {European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{vilanova2017,

title = {SPEET: An International Collaborative Experience in Data Mining For Education},

author = {Ramón Vilanova and José Lopez and Miguel A Prada and Marian Barbu and Manuel Dominguez and Maria J Varanda and Michal Podpora and Umberto Spagnolini and Paulo Alves and Anna Paganoni},

doi = {10.21125/iceri.2017.0514},

issn = {2340-1095},

year  = {2017},

date = {2017-11-01},

booktitle = {ICERI2017 Proceedings},

pages = {1648-1656},

publisher = {IATED},

address = {Seville, Spain},

series = {10th annual International Conference of Education, Research and Innovation},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{García2017,

title = {Latent variable analysis in hospital electric power demand using non-negative matrix factorization },

author = {Diego García and Ignacio Díaz and Daniel Pérez and Abel A Cuadrado and Manuel Domínguez },

year  = {2017},

date = {2017-08-12},

booktitle = {Proceedings of ESANN 2017, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

pages = {507-512},

edition = {25th},

organization = {European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran2017,

title = {Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders},

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

editor = {Giacomo Boracchi and Lazaros Iliadis and Chrisina Jayne and Aristidis Likas},

doi = {10.1007/978-3-319-65172-9_2},

isbn = {978-3-319-65172-9},

year  = {2017},

date = {2017-01-01},

booktitle = {Engineering Applications of Neural Networks},

pages = {15--26},

publisher = {Springer International Publishing},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Alonso15,

title = {Analysis of Electricity Bill Data Using Interactive Dimensionality Reduction},

author = {Serafín Alonso and Miguel A Prada and Juan J Fuertes and Ignacio Díaz and Manuel Domínguez},

url = {http://doi.acm.org/10.1145/2797143.2797163},

doi = {10.1145/2797143.2797163},

isbn = {978-1-4503-3580-5},

year  = {2015},

date = {2015-01-01},

booktitle = {Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS)},

pages = {3:1--3:7},

publisher = {ACM},

address = {Rhodes, Greece},

series = {EANN '15},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{perez2014power,

title = {Power-Consumption Analysis through Web-Based Visual Data Exploration},

author = {Daniel Pérez and Ignacio Díaz and Abel A Cuadrado and Francisco J García and Alberto B Díez and Manuel Domínguez},

doi = {10.3182/20140824-6-ZA-1003.01267},

year  = {2014},

date = {2014-01-01},

urldate = {2014-01-01},

booktitle = {IFAC World Congress},

volume = {19},

number = {1},

pages = {11257--11262},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{barrientos13,

title = {Analysis of Heating Systems in Buildings Using Self-Organizing Maps},

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

editor = {Lazaros Iliadis and Harris Papadopoulos and Chrisina Jayne},

doi = {10.1007/978-3-642-41013-0_38},

isbn = {978-3-642-41012-3},

year  = {2013},

date = {2013-01-01},

booktitle = {Engineering Applications of Neural Networks},

volume = {383},

pages = {370--379},

publisher = {Springer},

address = {Heidelberg},

series = {Communications in Computer and Information Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso12,

title = {Supervisión de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual},

author = {Serafín Alonso and Alberto B Díez and Manuel Domínguez},

year  = {2012},

date = {2012-01-01},

booktitle = {X Simposio de Ingeniería de Control},

address = {Barcelona},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{diaz12eurovis,

title = {MorphingProjections: Interactive Visualization of Electric Power Demand Time Series},

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

editor = {M Meyer and T Weinkauf},

doi = {10.2312/PE/EuroVisShort/EuroVisShort2012/121-125},

year  = {2012},

date = {2012-01-01},

booktitle = {Eurographics Conference on Visualization (EuroVis2012)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran12b,

title = {Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión.},

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

year  = {2012},

date = {2012-01-01},

booktitle = {Proceedings of the VIII Simposio CEA de Control Inteligente},

address = {Baiona, España},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran12c,

title = {Visual continuous map for electrical bill comparisons},

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

year  = {2012},

date = {2012-01-01},

booktitle = {Proceedings of the 10th Portuguese Conference on Automatic Control},

address = {Funchal, Portugal},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{garcia11,

title = {Spectrogram Analysis using Manifold Learning.},

author = {Francisco J García and Ignacio Díaz and Ignacio Álvarez and Daniel Pérez and Daniel G González and Manuel Domínguez},

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{gonzalez11,

title = {Visual analysis of residuals from data-based models in complex industrial processes.},

author = {Daniel G González and Abel A Cuadrado and Ignacio Díaz and Francisco J García and Alberto B Díez and Juan J Fuertes},

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran11,

title = {Time series for fault detection in an industrial pilot plant},

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

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{perez11,

title = {Visualization of Power Systems Consumptions by Manifold Learning.},

author = {Daniel Pérez and Ignacio Díaz and Francisco J García and Pablo Barrientos},

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{prada11b,

title = {Dimensionality reduction for damage detection in engineering structures.},

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

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez11c,

title = {Analysis of Electric Power Consumption Using Self-Organizing Maps},

author = {Manuel Domínguez and Juan J Fuertes and Ignacio Díaz and Abel A Cuadrado and Serafín Alonso and Antonio Morán},

doi = {10.3182/20110828-6-IT-1002.02092},

year  = {2011},

date = {2011-08-01},

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

address = {Milán, Italia},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso11b,

title = {A variant of self-organizing map (SOM) for monitoring power consumption.},

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

year  = {2011},

date = {2011-01-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{diaz11a,

title = {Control Maps: Visualization of Local Robustness Properties for Control System Design},

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

doi = {10.3182/20110828-6-IT-1002.02355},

year  = {2011},

date = {2011-01-01},

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

address = {Milán, Italia},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{garcia2011time,

title = {Time-frequency analysis of hot rolling using manifold learning},

author = {Francisco J García and Ignacio Díaz and Ignacio Álvarez and Daniel Pérez and Daniel G Ordóñez and Manuel Domínguez},

year  = {2011},

date = {2011-01-01},

booktitle = {Engineering Applications of Neural Networks},

pages = {150--155},

publisher = {Springer},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{diaz09,

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

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

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

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

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

year  = {2009},

date = {2009-01-01},

booktitle = {Engineering Applications of Neural Networks},

volume = {43},

pages = {119-130},

publisher = {Springer Berlin Heidelberg},

series = {Communications in Computer and Information Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fuertes08,

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

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

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

year  = {2008},

date = {2008-01-01},

booktitle = {17th IFAC World Congress},

address = {Seoul},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fuertes07a,

title = {Remote Supervision of Industrial Processes based on PMML-defined SOM Models.},

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

year  = {2007},

date = {2007-01-01},

booktitle = {European Control Conference 2007 (ECC07)},

address = {Kos, Greece},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez05b,

title = {Internet based remote Supervision of Industrial Processes using Self Organizing Maps.},

author = {Manuel Domínguez and Perfecto Reguera and Juan J Fuertes and Ignacio Díaz and Abel A Cuadrado},

year  = {2005},

date = {2005-01-01},

booktitle = {9th International Conference on Engineering Applications of Neural Networks},

address = {Francia},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fuertes05,

title = {Industrial Supervision System based on Visual Đata Mining and Motion Ŧrajectory Analysis.},

author = {Juan J Fuertes and Perfecto Reguera and Manuel Domínguez and Ignacio Díaz and Abel A Cuadrado},

doi = {10.3182/20050703-6-CZ-1902.01829},

year  = {2005},

date = {2005-01-01},

booktitle = {International Federation of Automatic Control 16th IFAC World Congress},

address = {Prague},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{diaz02c,

title = {Prior Knowledge Integration in Self Organizing Maps for Complex Process Supervision},

author = {Ignacio Díaz and Alberto B Díez and Abel A Cuadrado and Manuel Domínguez},

doi = {10.3182/20020721-6-ES-1901.00919},

year  = {2002},

date = {2002-07-01},

booktitle = {15th IFAC World Congress},

address = {Barcelona, Spain},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{cuadrado02,

title = {MAPREX: A SOM-based condition monitoring system},

author = {Abel A Cuadrado and Ignacio Díaz and Alberto B Díez and Manuel Domínguez and Faustino Obeso},

doi = {10.3182/20020721-6-ES-1901.00771},

isbn = {0-08-044295-1},

year  = {2002},

date = {2002-01-01},

booktitle = {15TH IFAC World Congress of Automatic Control},

address = {Barcelona},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}