Bibliografía complementaria

Alonso11Serafín Alonso, Mika Sulkava, Miguel Prada, Manuel Domínguez, and Jaakko Hollmén "EnvSOM: A SOM Algorithm Conditioned on the Environment for Clustering and Visualization". In Advances in Self-Organizing Maps, vol.6731. pp. 61-70, 2011
Alonso11bSerafín Alonso "A variant of self-organizing map (SOM) for monitoring power consumption) for monitoring power consumption". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control. September, 2011
Alonso11cSerafín Alonso, Manuel Domínguez, Miguel Angel Prada, Mika Sulkava, and Jaakko Hollmén "Comparative analysis of power consumption in university buildings using envSOM.". In 10th International Symposium on Intelligent Data Analysis, IDA 2011, 2011
boe2010"http://www.boe.es/boe/dias/2010/01/26/pdfs/BOE-A-2010-1235.pdf"
Cuadrado02bAbel A. Cuadrado, Ignacio Díaz, Alberto B. Diez, Juan A. González, and Faustino Obeso "Visual Data Mining And Monitoring in Steel Processes". In IEEE Industry Applications Society 37th Annual IAS Meeting, Pittsburgh, PA (USA). Oct, 2002
Diaz01Ignacio Díaz, Alberto B. Diez, and Abel A. Cuadrado "Complex Process Visualization through Continuous Self Organizing Maps using Radial Basis Functions". In ICANN 2001, vol.2130 of Lecture Notes in Computer Science (LNCS), Viena, Austria. pp. 443-450, 2001
Diaz02aI. Díaz and J. Hollmen "Residual generation and visualization for understanding novel process conditions". In Proceedings of the International Joint Conference on Neural Networks (IJCNN '02), Honolulu, Hawaii (USA). pp. 2070-2075, 2002
Diaz03Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Luis Rodríguez Loredo, Faustino Obeso Carrera, and Juan A. Rodríguez, "Visual Predictive Maintenance Tool based on SOM Projection Techniques". Revue de Metallurgie-Cahiers d Informations Techniques. 103(3): 307-315. marzo, 2003
Diaz04Ignacio Díaz, Abel A. Cuadrado, and Alberto B. Diez "Visualizing Knowledge for Data Mining using Dimension Reduction Mappings". In 2004 IEEE International Conference on Information Reuse and Integration (IEEE IRI-2004), Las Vegas, Nevada (USA). pp. 235-240. Nov, 2004
Diaz06Guzmán Díaz, Ignacio Díaz, Pablo Arboleya, and Javier Gómez-Aleixandre, "Zero-sequence-based relaying technique for protecting power transformers and its performance assessment using unsupervised learning ANN". European Transactions on Electrical Power (ETEP). 16(2): 147-160. Mar-Apr, 2006
Diaz06bJosé L. Rendueles, J. A. González, Ignacio Díaz, Alberto B. Diez, Fernando Seijo, and Abel A. Cuadrado, "Implementation of a virtual sensor on a hot dip galvanizing line for zinc coating thickness estimation". Revue de Metallurgie-Cahiers d Informations Techniques. 103(5): 226-232. May, 2006
Diaz07Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Juan J. Fuertes, Manuel Domínguez, and Perfecto Reguera "Visualization of Dynamics using Local Dynamic Modelling with Self Organizing Maps". In ICANN 2007, vol.4668 of Lecture Notes in Computer Science (LNCS). pp. 609-617. August, 2007
Diaz08Ignacio Díaz, Manuel Domínguez, Abel A. Cuadrado, and Juan J. Fuertes, "A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes". Expert Systems With Applications. 34(4): 2953-2965. May, 2008
Diaz09Ignacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Juan J. Fuertes, Manuel Domínguez, and Miguel A. Prada "Visualization of MIMO Process dynamics using Local Dynamic Modelling with Self Organizing Maps". In Engineering Applications of Neural Networks, vol.43 of Communications in Computer and Information Science (CCIS), London (UK). pp. 119-130. Aug, 2009
Diaz10I. Díaz, A. Cuadrado, A. Diez, M. Domínguez, J. Fuertes, and Miguel A. Prada "Visualization of Changes in Process Dynamics Using Self-Organizing Maps". In ICANN 2010, vol.6353 of Lecture Notes in Computer Science (LNCS). pp. 343-352, 2010
Diaz11aIgnacio Díaz, Abel A. Cuadrado, Alberto B. Diez, and Manuel Domínguez "Manifold Learning for Visualization of Vibrational States of a Rotating Machine". In ICANN 2011, vol.6792 of Lecture Notes in Computer Science (LNCS). pp. 285-292. June, 2011
Diaz11bIgnacio Díaz, Antonio Robles, Abel A. Cuadrado, Alberto B. Diez, Manuel Domínguez, and Juan J. Fuertes "Control Maps: Visualization of Local Robustness Properties for Control System Design". In Proceedings of the 18th IFAC world congress, Milano (Italy). pp. 5831-5836. Aug, 2011
Diaz12bIgnacio Díaz, Abel A. Cuadrado, Alberto B. Diez, Manuel Domínguez, Juan J. Fuertes, and Miguel A. Prada "Supervision of Industrial Processes using Self Organizing Maps". In Intelligent Data Analysis for Real-Life Applications: Theory and Practice. pp. 206-227, 2012
Diaz12Ignacio Díaz, Manuel Domínguez, Abel A. Cuadrado, Alberto B. Diez, and Juan J. Fuertes "MorphingProjections: Interactive Visualization of Electric Power Demand Time Series". In Eurographics Conference on Visualization (EuroVis) (2012), Viena (Austria). pp. 121-125. Jun, 2012
Diez08Alberto B. Diez, Abel A. Cuadrado, Ignacio Díaz, José L. Rendueles, Valentín Torre, César Fraga, and Jorge Marina, "Supervisión de Procesos Siderúrgicos: Utilización de Técnicas de Visual Data Mining.".Automática e Instrumentación(392): 74-77. Jan, 2008
Dominguez07Manuel Domínguez, Juan J. Fuertes, Perfecto Reguera, Ignacio Díaz, and Abel A. Cuadrado, "Internet based remote Supervision of Industrial Processes using Self Organizing Maps.". Engineering Applications of Artificial Intelligence. 20(6): 757-765. Sep, 2007
Dominguez11Manuel Domínguez, Juan J. Fuertes, Ignacio Díaz, Abel A. Cuadrado, Serafín Alonso, and Antonio Morán "Analysis of electric power consumption using Self-Organizing Maps". In Proceedings of the 18th IFAC world congress, Milano (Italy). pp. 12213-12218. Aug, 2011
Dominguez12Manuel Domínguez, Juan J Fuertes, Ignacio Díaz, Miguel A. Prada, Serafín Alonso, and Antonio Morán, "Monitoring industrial processes with SOM-based dissimilarity maps.". Expert Systems With Applications.. 39(8): 7110-7120. Jun, 2012
Dominguez12bM. Domínguez, J.J. Fuertes, S. Alonso, M.A. Prada, A. Morán, and P. Barrientos "Advanced tools for electricity consumption monitoring". In International Conference on Renewable Energies and Power Quality (ICREPQ12), 2012
Dominguez13M. Domínguez, J.J. Fuertes, S. Alonso, M.A. Prada, A. Morán, and P. Barrientos, "Power monitoring system for university buildings: Architecture and advanced analysis tools". Energy and Buildings. 59: 152-160, 2013
DPI2002Ignacio Díaz* "Técnicas de Data Mining Visual para el Modelado y Monitorización de Procesos Industriales Complejos mediante el enfoque de Reducción de la Dimensión". Desde 01.12.02 hasta 30.11.05. Ministerio de Educación y Ciencia, ref. DPI 2002-01599. Universidad de Oviedo
DPI2004Manuel Domínguez* "Técnicas Avanzadas De Extraccion Y Representacion Del Conocimiento En La Supervisión Remota de Procesos Industriales Complejos Vía Internet". 12/2004 a 12/2005. Ministerio de Educación y Ciencia, ref. DPI2004-07662. Universidad de León
DPI2006Ignacio Díaz* "Representación de Estados Dinámicos mediante Mapas para la Supervisión y Optimización de Procesos Industriales". Desde 01/10/2006 hasta 31/09/2009. Ministerio de Educación y Ciencia, ref. DPI2006-13477-C02-01. Universidad de Oviedo, Universidad de León
DPI2009Ignacio Díaz* "Metodología visual de supervisión de procesos mediante modelado de la dinámica usando mapeos SOM". Desde 01/10/2009 hasta 31/09/2012. Ministerio de Educación y Ciencia, ref. DPI2009-13398-C02-01. Universidad de Oviedo, Universidad de León
emili08Emili Balaguer, Alberto Palomares, Emilio Soria, and Jose David Martín-Guerrero, "Predicting service request in support centers based on nonlinear dynamics, ARMA modeling and neural networks". Expert Systems with Applications. 34(1): 665-672, 2008
Fuertes05Juan J. Fuertes, Perfecto Reguera, Manuel Domínguez, Ignacio Díaz, and Abel A. Cuadrado "Industrial Supervision System based on Visual Data Mining and motion Trajectory Analysis". In International Federation of Automatic Control 16th IFAC World Congress, Prague (Czech Republic). Jul, 2005
Fuertes07Juan J. Fuertes, Miguel A. Prada, Manuel Domínguez, Perfecto Reguera, Ignacio Díaz, and Abel A. Cuadrado "Modeling of Dynamics using Process State Projection on the Self Organizing Map". In ICANN 2007, vol.4668 of Lecture Notes in Computer Science (LNCS). pp. 589-598. August, 2007
Fuertes07aJuan J. Fuertes, Miguel Ángel Prada, Manuel Domínguez, Perfecto Reguera, and Ignacio Díaz "Remote Supervision of Industrial Processes based on PMML-defined SOM Models". In ECC'07 European Control Conference 2007, Kos (Greece). Jul, 2007
Fuertes08Juan J. Fuertes, Miguel A. Prada, Manuel Domínguez, Perfecto Reguera, Ignacio Díaz, and Alberto B. Diez "Visualization of dynamic parameters of a multivariable system using Self-Organizing Maps". In 17th IFAC World Congress 2008, Seoul (Korea). Jul, 2008
Fuertes10Juan J. Fuertes, Manuel Domínguez, Perfecto Reguera, Miguel A. Prada, Ignacio Díaz, and Abel A. Cuadrado, "Visual dynamic model based on Self-organizing maps for supervision and fault detection in industrial processes". Engineering Applications of Artificial Intelligence. 23(1): 8-17. Feb, 2010
Fuertes11J. J. Fuertes, M. Domínguez, S. Alonso, M. A. Prada, A. Morán, and P. Barrientos "Sistema de supervisión de energía eléctrica en la Universidad de León". In XXXII Jornadas de Automática, JA2011, Sevilla, España, 2011
Fuertes12Juan J. Fuertes, Manuel Domínguez, Ignacio Díaz, Miguel A. Prada, Serafín Alonso, and Antonio Morán, "Visualization Maps based on SOM to analyze MIMO systems.". Neural Computing and Applications: 1-13. Jul, 2012
Garcia11Francisco J. García, Ignacio Díaz, Ignacio Alvarez, Daniel Pérez, Daniel González, and Manuel Domínguez "Spectrogram Analysis using Manifold Learning". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011
Garcia11aFrancisco García, Ignacio Díaz, Ignacio Álvarez, Daniel Pérez, Daniel Ordonez, and Manuel Domínguez "Time-Frequency Analysis of Hot Rolling Using Manifold Learning". In Engineering Applications of Neural Networks, vol.363 of IFIP Advances in Information and Communication Technology. pp. 150-155, 2011
Garcia12bFrancisco J. García, Daniel Pérez, Ignacio Díaz, Alberto B. Diez, and Manuel Domínguez "Aplicación de Técnicas de Visualización para el Análisis del Consumo Eléctrico en Edificios". In XXIII Jornadas de Automática, Vigo (Spain). pp. 503-508. Sep, 2012
Garcia13Francisco Garcia-Fernandez, Michel Verleysen, John Lee, and Ignacio Díaz "Stability comparison of dimensionality reduction techniques attending to data and parameter variations". In Visual Analytics using Multidimensional Projections (VAMP, EuroVis 2013 Workshop), Leipzig, Germany. Jun, 2013
Garcia13aFrancisco J. García-Fernández, Michel Verleysen, John A. Lee, and Ignacio Díaz "Sensitivity to parameter and data variations in dimensionality reduction techniques". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium. April, 2013
geraldo11Antonio Geraldo-Ferreira, Emilio Soria-Olivas, Juan Gómez-Sanchis, Antonio José Serrano-López, Almudena Velázquez-Blazquez, and Ernesto López-Baeza, "Modelling net radiation at surface using ``in situnetpyrradiometer measurements with artificial neural networks". Expert Systems with Applications. 38(11): 14190-14195, 2011
Gonzalez11Daniel González, Abel A. Cuadrado, Ignacio Díaz, Francisco J. García, Alberto B. Diez, and Juan J. Fuertes "Visual Analysis of Residuals from Data-based Models in Complex Industrial Processes". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011
Gonzalez12Daniel González, Abel A. Cuadrado, Ignacio Díaz, Francisco J. García, Alberto B. Diez, and Juan J. Fuertes, "Visual Analysis of Residuals from Data-based Models in Complex Industrial Processes". International Journal on Modern Physics B. 26(25). Oct, 2012
IEAPolicy Pathway Iea International Energy Agency, "Energy Performance Certification of Buildings". http://www.iea.org/papers/ pathways/\\buildings\_certification.pdf,
Kohonen90Teuvo Kohonen, "The Self-Organizing Map". Proceedings of the IEEE. 78(9): 1464-1480. september, 1990
Mateo13Fernando Mateo, Juan José Carrasco, Abderrahim Sellami, Mónica Millán-Giraldo, Manuel Domínguez, and Emilio Soria-Olivas, "Machine Learning Methods to Forecast Temperature in Buildings". Expert Systems with Applications. 40(4): 1061-1068, 2013
Mateo13bFernando Mateo, Juan José Carrasco, Mónica Millán-Giraldo, Abderrahim Sellami, Pablo Escandell, José María Martínez, and Emilio Soria-Olivas "Temperature Forecast in Buildings Using Machine Learning Techniques.". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2013
Mateo13cFernando Mateo, Juan José Carrasco, Abderrahim Sellami, Mónica Millán-Giraldo, Manuel Domínguez, Ignacio Díaz, and Emilio Soria-Olivas, "Forecasting Techniques for Energy Optimization in Buildings". IGI Global, 2013
MEDISCO11Fernando Briz, Abel Cuadrado, and Pablo García* "Supervisión y análisis de fallos eléctricos en alternadores de cogeneración (MEDISCO)". Un año y medio. Hidrocantábrico Generación S.A., ref. CN-11-041. Hidrocantábrico Generación S.A. y Universidad de Oviedo
Moran11Antonio Morán, Serafín Alonso, Miguel A. Prada, R. García, and Juan J. Fuertes "Time Series for Fault Detection in and Industrial Pilot Plant". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, 2011
Moran12aAntonio Morán, Juan J. Fuertes, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Manuel Domínguez, and Ignacio Díaz "Analysis of electricity consumption profiles by means of dimensionality reduction techniques". In Engineering Applications of Neural Networks, vol.311 of Communications in Computer and Information Science (CCIS). pp. 152-161, 2012
Moran12dAntonio Morán, Miguela. Prada, Serafín Alonso, Pablo Barrientos, Juanj. Fuertes, Manuel Domínguez, and Ignacio Díaz "Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings". In Advances in Intelligent Data Analysis XI, vol.7619 of Lecture Notes in Computer Science. pp. 219-229, 2012
Moran13aAntonio Morán, Juan J. Fuertes, Miguel A. Prada, Serafín Alonso, Pablo Barrientos, Ignacio Díaz, and Manuel Domínguez, "Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques, Engineering Applications of Artificial Intelligence". Engineering Applications of Artificial Intelligence. 26(8): 1872-1880. Sep, 2013
Morup11M. Mørup, "Applications of tensor (multiway array) factorizations and decompositions in data mining". Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 1(1): 24--40, 2011
perez-08L. Pérez-Lombard, J. Ortiz, and C. Pout, "A Review on Buildings Energy Consumption Information". Energy and Buildings. 40: 394-398, 2008
Perez11Daniel Pérez, Ignacio Díaz, Francisco J. García, and Pablo Barrientos "Visual Analysis of Electrical Power Consumption Patterns using Manifold Learning". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control, León (Spain). Sep, 2011
Perez12Daniel Perez, Francisco J. García-Fernandez, Ignacio Díaz, Abel A. Cuadrado, Daniel G. Ordoñez, Alberto B. Diez, and Manuel Domínguez. "Visual analysis of a cold rolling process using data-based modelling". In Engineering Applications of Neural Networks, vol.311 of Communications in Computer and Information Science (CCIS). pp. 244-253, 2012
Perez13Daniel Perez, Leishi Zhang, Matthias Schaefer, Tobias Schreck, Daniel Keim, and Ignacio Díaz "Interactive Visualization and Feature Transformation for Multidimensional Data Projection". In Visual Analytics using Multidimensional Projections (VAMP, EuroVis 2013 Workshop), Leipzig, Germany. Jun, 2013
Perez13aDaniel Perez, Francisco J. García-Fernandez, Ignacio Díaz, Abel A. Cuadrado, Daniel G. Ordoñez, Alberto B. Diez, and Manuel Domínguez., "Visual analysis of a cold rolling process using a dimensionality reduction approach". Engineering Applications of Artificial Intelligence. 26(8): 1865-1871. Sep, 2013
Prada11Miguel A. Prada, Antonio Morán, Serafín Alonso, and Juan J. Fuertes "Dimensionality Reduction for Damage Detection in Engineering Structures". In PHYSCON 2011. 5th International Scientific Conference on Physics and Control. September, 2011
Softdetect09J. Polzer, M. Markworth, M. Jelali, J. L. Rendueles, F. Sanfilippo, M. Lupinelli, L. Onofri, J. Busch, P. Michels, A. Diez, and A. Cuadrado. "Intelligent soft-sensor technology and automatic model-based diagnosis for improved quality, control and maintenance of mill production lines (Softdetect).". In Research Fund for Coal and Steel seried-Industrial research and development. Office for official publications of the European communities, Luxembourg, 2009.
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