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EN Institute for Research in Technology — Instituto de Investigación Tecnológica IIT

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Presentation Description Organization Personnel Activities Misc

Dr. Antonio Muñoz San Roque

Foto
Category: Professor
Research Area: Intelligent Systems Research Group ; Electronics and Automatics Research Group
Association date: 01/Jan/1993
Location: AA25.D-500
Phone number: +34 91 542-2800 ext. 6147
Direct phone number: 915406147
E-mail: Antonio.MunozATiit.upcomillas.es

Areas of interest:
Time series forecasting. Data mining. Application of Artificial Intelligence techniques to the monitoring and diagnosis of industrial processes. Analog electronics and digital signal processing.

Biography:
Antonio Muñoz San Roque obtained the Degree of Doctor Ingeniero Industrial in 1996, and the Degree of Ingeniero Industrial in Electrical Engineering in 1991 from the Universidad Pontificia Comillas, Madrid. He joined the Instituto de Investigación Tecnológica in 1992 where he is now a research fellow. He is a lecturer in analog electronics at the School of Engineering of the Universidad Pontificia Comillas. His areas of interest include the application of Artificial Intelligence techniques to the monitoring and diagnosis of industrial processes, nonlinear system identification and time series forecasting, analog electronics and digital signal processing.

Ph.D. Thesis

Developed:

    A. Muñoz (1996), Aplicación de técnicas de redes neuronales artificiales al diagnóstico de procesos industriales. Universidad Pontificia Comillas. Madrid (Spain).
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Supervised:

    A. Mateo (2005), Caracterización de los precios en mercados eléctricos competitivos mediante Modelos Ocultos de Markov de entrada salida (IOHMM). Aplicación a la generación de escenarios. Universidad Pontificia Comillas. Madrid (Spain).
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 2 Ph.D. thesis

Journal Publications

    R. Herranz, A. Muñoz, J. Villar, F.A. Campos, "Optimal demand-side bidding strategies in electricity spot markets", IEEE Transactions on Power Systems. vol. 27, no. 3, pp. 1204-1213, August 2012.
    show more   JCR   DOI icon 10.1109/TPWRS.2012.2185960     JCR impact factor 2.678 (2011)

    M.A. Sanz-Bobi, A. Muñoz, A. de Marcos, M. Bada, "Intelligent system for a remote diagnosis of a photovoltaic solar power plant", Journal of Physics: Conference Series. vol. 364, no. 1, pp. 1201-1212, June 2012.
    show more   JCR   DOI icon 10.1088/1742-6596/364/1/012119    

    A. Cruz, A. Muñoz, J. Zamora, R. Espínola, "The effect of wind generation and weekday on Spanish electricity spot price forecasting", Electric Power Systems Research. vol. 81, no. 10, pp. 1924-1935, October 2011.
    show more   JCR   DOI icon 10.1016/j.epsr.2011.06.002     JCR impact factor 1.478 (2011)

    J. Arroyo, G. González-Rivera, C. Maté, A. Muñoz, "Smoothing methods for histogram-valued time series. An application to Value-at-Risk", Statistical Analysis and Data Mining. vol. 4, no. 2, pp. 216-228, April 2011.
    show more   DOI icon 10.1002/sam.10114    

    I.J. Pérez-Arriaga, A. Muñoz, E. Centeno, J. Villar, "Una historia de éxito en la transferencia de resultados de investigación a la industria. 25 años de Investigación en Ingeniería en el IIT", Anales de Mecánica y Electricidad. vol. LXXXVI, no. II, pp. 48-56, March 2009.
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    J. García-González, A. Muñoz, F.A. Campos, J. Villar, "Connecting the intraday energy and reserve markets by an optimal redispatch", IEEE Transactions on Power Systems. vol. 22, no. 4, pp. 2220-2231, November 2007.
    show more   JCR   DOI icon 10.1109/TPWRS.2007.907584     JCR impact factor 2.678 (2011)

    C. Mateo, J.A. Talavera, A. Muñoz, "Elastic guided wave propagation in electrical cables", IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. vol. 54, no. 7, pp. 1423-1429, July 2007.
    show more   JCR   DOI icon 10.1109/TUFFC.2007.402     JCR impact factor 1.694 (2011)

    A. Muñoz, C. Maté, J. Arroyo, A. Sarabia, "iMLP: Applying multi-layer perceptrons to interval-valued data", Neural Processing Letters. vol. 25, no. 2, pp. 157-169, April 2007.
    show more   JCR   DOI icon 10.1007/s11063-007-9035-z     JCR impact factor 0.750 (2011)

    E.F. Sánchez-Úbeda, A. Muñoz, J. Villar, "Minería y visualización de datos del mercado eléctrico español", Inteligencia Artificial - Revista Iberoamericana de Inteligencia Artificial . vol. 10, no. 29, pp. 79-88, May 2006.
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    I. Dapena, A. Muñoz, A. Sánchez, "Sistemas de información orientados a la toma de decisiones: El enfoque multidimensional", Anales de Mecánica y Electricidad. vol. LXXXII, no. III, pp. 18-23, May 2005.
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    A. Mateo, A. Muñoz, J. García-González, "Modeling and forecasting electricity prices with input/output hidden Markov models", IEEE Transactions on Power Systems. vol. 20, no. 1, pp. 13-24, February 2005.
    show more   JCR   DOI icon 10.1109/TPWRS.2004.840412     JCR impact factor 2.678 (2011)

    J. Villar, A. Muñoz, E.F. Sánchez-Úbeda, "SGO: Sistema de información para la realización de ofertas en el mercado eléctrico español", Anales de Mecánica y Electricidad. vol. LXXXI, no. I, pp. 40-50, January 2004.
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    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, A. García-Escudero, M. Pérez, Á.L. Matesanz, "ISPMAT: sistema inteligente de mantenimiento predictivo aplicado a trenes", Ingeniería y gestión de mantenimiento. no. 30, pp. 41-46, July 2003.
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    E. Centeno, B. Vitoriano, F.A. Campos, A. Muñoz, J. Villar, E.F. Sánchez-Úbeda, "A goal programming model for rescheduling of generation power in deregulated markets", Annals of Operations Research. vol. 120, no. 1-4, pp. 45-57, April 2003.
    show more   JCR   DOI icon 10.1023/A:1023366127386     JCR impact factor 0.840 (2011)

    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, A. Pareja, A. García-Escudero, M. Pérez, "Sistema inteligente para el mantenimiento predictivo de componentes de trenes eléctricos de cercanías", Mantenimiento. vol. 1, no. 147, pp. 23-28, September 2001.
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    T. Czernichow, B. Dorizzi, A. Muñoz, "Sélection de variables et séries temporelles par analyse statistique des sensibilités", Revue d'Intelligence Artificielle. vol. 15, no. 3-4, pp. 411-427, July 2001.
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    J. Román, T. Gómez, A. Muñoz, J. Peco, "Regulation of distribution network business", IEEE Transactions on Power Delivery. vol. 14, no. 2, pp. 662-669, April 1999.
    show more   JCR   JCR impact factor 1.353 (2011)

    A. Muñoz, M.A. Sanz-Bobi, "An incipient fault detection system based on the probabilistic radial basis function network. Application to the diagnosis of the condenser of a coal power plant", Neurocomputing. vol. 23, no. 1, pp. 177-194, December 1998.
    show more   JCR   DOI icon 10.1016/S0925-2312(98)00082-4     JCR impact factor 1.580 (2011)

    A. Muñoz, T. Czernichow, "Predicción de series temporales no lineales con el modelo NARMAX. Aplicación a la predicción de la demanda de energía eléctrica", Anales de Mecánica y Electricidad. vol. LXXV, no. V, pp. 46-57, September 1998.
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    A. Muñoz, T. Czernichow, "Variable selection using feedforward and recurrent neural networks", Engineering Intelligent Systems for Electrical Engineering and Communications. vol. 6, no. 2, pp. 91-102, February 1998.
    show more   JCR   JCR impact factor 0.205 (2009)

    A. Piras, A. Germond, T. Czernichow, A. Muñoz, "Prévision de séries temporelles industrielles", Informatique, Revue des organisations suisses d'informatique. no. 1, pp. 10-13, February 1998.
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 21 publications

Conference Papers

    J. Portela, A. Muñoz, E. Alonso, "Day-Ahead residual demand curve forecasting in electricity markets", 32nd Annual International Symposium on Forecasting. ISBN: 1997-4124, Boston, U.S.A., 24-27 June 2012
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    J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, A. Sola, "Fault detection through physical modelling in an axial flow compressor of a combined-cycle power plant", European Safety & Reliability Association Conference - ESREL 2011. ISBN: 978-0-415-68379-1, pp. 445-453, Troyes, France, 18-22 September 2011
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    A. Cruz, A. Muñoz, "Predicción a corto plazo del precio de la electricidad con modelos semiparamétricos con cambio de régimen", XXXII Congreso Nacional de Estadística e Investigación Operativa. La Coruña, Spain, 14-17 September 2010
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    A. Muñoz, A. Cruz, "Day-ahead electricity price forecasting with semi-nonparametric regime switching models", 30th International Symposium on Forecasting. San Diego, U.S.A., 20-23 June 2010
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    A. Cruz, A. Muñoz, "Density forecasting of electricity spot prices with seminonparametric regime switching models", Workshop Industry and Price Forecasting (WIPFOR). París, France, 3-4 June 2010
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    A. Muñoz, A. Cruz, J. Zamora, R. Espínola, "Forecasting electricity prices with periodic dynamic regression models", 28th International Symposium on Forecasting - ISF2008. Niza, France, 22-25 June 2008
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    R. Giannetti, A. Muñoz, J. Rodríguez, R.R. Pecharromán, "WIP: Design of a new european higher education area degree in electronics and control engineering", 37th Annual Frontiers in Education Conference (FIE). ASEE/IEEE. ISBN: 1-4244-1084-3, pp. T1A5-T1A6, Milwaukee, U.S.A., 10-13 October 2007
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    A. Cruz, A. Muñoz, J. Zamora, R. Espínola, J. Alonso, "Modelos lineales y no lineales de series temporales para la predicción a corto plazo del precio de la energía en el mercado eléctrico español", II Simposio de Inteligencia Computacional, SICO'2007 (IEEE Computational Intelligence Society, SC). Zaragoza, Spain, 11-14 September 2007
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    R. Espínola, A. Cruz, A. Muñoz, J. Zamora, "A hybric model to forecast electricity market prices", 27th International Symposium on Forecasting. Nueva York, U.S.A., 24-27 June 2007
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    A. Muñoz, C. Maté, A. Sarabia, J. Arroyo, "Advances in forecasting interval-valued time series with Multilayer Perceptrons. Application to eletricity price intervals in energy markets", 27th International Symposium on Forecasting. Nueva York, U.S.A., 24-27 June 2007
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    J. Arroyo, A. Muñoz, C. Maté, A. Sarabia, "Exponential smoothing methods for interval time series", ESTSP’07: First European Symposium on Time Series Prediction (TSP). pp. 231- 240. ISBN 978-951-22-8601-0. Otaniemi, Finland, 7-9 February 2007
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    J. Arroyo, C. Maté, A. Muñoz, "Hierarchical clustering for boxplot variables", International Federation of Classification Societies 2006 Conference: Data Science and Classification. ISBN: 3-540-34415-2. Ljubljana, Slovenia, 25-29 July 2006
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    A. Muñoz, J. Marín, R. Palacios, A. Mateo, A. Tostado, "APOLO: A short term wind power forecasting system based on artificial neural networks", 26th International Symposium on Forecasting (ISF 2006). Santander, Spain, 11-14 June 2006
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    C. Maté, J. Arroyo, A. Muñoz, A. Sarabia, "Smoothing methods for histogram-valued time series", 26th International Symposium on Forecasting. Santander, Spain, 11-14 June 2006
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    A. Mateo, A. Muñoz, "Caracterización de los precios del mercado eléctrico español con modelos ocultos de Markov de entrada/salida (IOHMM)", Simposio de Inteligencia Computacional, SICO2005 (IEEE Computational Intelligence Society, SC), pp.97-104, ISBN: 84-9732-444-7. Granada, Spain, 14-16 September 2005
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    E.F. Sánchez-Úbeda, A. Muñoz, J. Villar, "Minería y visualización de datos del mercado eléctrico español", III Taller Nacional de Minería de Datos y Aprendizaje (TAMIDA’2005), dentro del I Congreso Español de Informática (CEDI’2005). PP. 289-297. ISBN: 84-9732-449-8. Granada, Spain, 13-16 September 2005
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    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, R. García-Escudero, M. Pérez, Á.L. Matesanz, "ISPMAT: Intelligent system for predictive maintenance applied to trains", 16th International Euromaintenance 2002. Helsinki, Finland, 3-5 June 2002
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    M.A. Sanz-Bobi, A. Sánchez, A. Muñoz, S. Revuelta, J.R. Infante, "SEVILLA: Expert system for boiler flame monitoring of a coal power plant", Conferencia INFUB (6th European Conference on Industrial Furnaces and Boilers) . Estoril, Portugal, 2-5 April 2002
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    A. Mateo, E.F. Sánchez-Úbeda, A. Muñoz, J. García-González, J. Villar, M. Casado, A. Sáiz, E.J. García, R. González, "Modeling bidding curves: The linear hinges. Model versus the sigmo model", IEEE Power Tech. Conference, Vol. I, POM6-395, ISBN: 0-7803-7139-9. Oporto, Portugal, 10-13 September 2001
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    J. Villar, A. Muñoz, E.F. Sánchez-Úbeda, A. Mateo, M. Casado, F.A. Campos, J. Maté, E. Centeno, S. Rubio, J.J. Marcos, R. González, "SGO: Management information system for strategic bidding in electrical markets", IEEE Power Tech. Conference, Vol. I, POM6-394, ISBN: 0-7803-7139-9. Oporto, Portugal, 10-13 September 2001
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    M.A. Sanz-Bobi, J. Besada, R. Palacios, A. Muñoz, R. García-Escudero, M. Pérez, Á.L. Matesanz, "Diagnosis of the electrical motors of a train using self-organised maps", 3rd IEEE International Symposium on Diagnostics for Electrical Machines Power Electronics and Drives. ISBN 88-9000645-0-1. Record IEEE SDEMPED 2001. ISBN: 88-9000645-0-1, Grado, Italy, 1-3 September 2001
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    F.A. Campos, E. Centeno, A. Muñoz, J. Villar, B. Vitoriano, E.F. Sánchez-Úbeda, "Optimización del Redespacho de las Unidades Térmicas", 7ª Jornadas Hispano-lusas de Ingeniería Eléctrica, Vol. III, pp. 75-82. ISBN: 84-95821-00-1, Madrid, Spain, 4-6 July 2001
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    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, A. Pareja, A. García-Escudero, M. Pérez, Á.L. Matesanz, "Sistema inteligente para el mantenimiento predictivo de componentes de trenes eléctricos de cercanías", 4º Congreso Español de Mantenimiento. Barcelona, Spain, 28-30 November 2000
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    A. Mateo, E.F. Sánchez-Úbeda, A. Muñoz, J. Villar, A. Saiz-Chicharro, J.T. Abarca, E. Losada, "Strategic bidding under uncertainty using genetic algorithms", PMAPS2000: 6th International Conference on Probabilistic Methods Applied to Power Systems, , ISBN: 972-95194-1-2. ISBN: 972-95194-1-2, Funchal, Madeira, Portugal, 25-28 September 2000
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    A. Muñoz, C. Lozano, J. Villar, C. Fernández, M.A. Sanz-Bobi, J. Bodelón, R. Cardiel, "SINBAD: On line detection on unbalanced energy measurements in power network nodes", 13th Power Systems Computing Conference (PSCC'99). Trondheim, Norway, 28 June - 2 July 1999
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    J.R. Galván, A. Elices, A. Muñoz, T. Czernichow, M.A. Sanz-Bobi, "System for detection of abnormalities and fraud in customer consumption", 12th Conference of the Electric Power Supply Industry. Pattaya, Thailand, 2-6 November 1998
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    T. Czernichow, A. Muñoz, "A probability estimation based criterion for model evaluation", International Conference on Artificial Neural Networks (ICANN'97) pp. 1029-1034. Lausanne, Switzerland, 8-10 October 1997
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    J. Román, T. Gómez, A. Muñoz, "Regulación de la distribución eléctrica", 5ª Jornadas Hispano-Lusas de Ingeniería Eléctrica. ISBN: 84-920984-2-2, Salamanca, Spain, 3-5 July de 1997
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    M.A. Sanz-Bobi, A. Muñoz, J. Álvarez, "Condition monitoring of water chemical properties in the cycle of a coal power plant using neural networks", PowerGen Europe'96. Budapest, Hungary, 26-28 June 1996
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    B. Dorizzi, G. Pellieux, F. Jacquet, T. Czernichow, A. Muñoz, "Selecting the relevant variables to forecast the Frech T-Bond", Third Annual Conference on Forecasting Financial Markets: New Advances for Exchange Rates, Interest Rates, and Asset Management. Londres, United Kingdom, 27-29 March 1996
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, "Neural network approach to the diagnosis of the boiler combustion in a coal power plant", Power-Gen Europe '95. Amsterdam, Netherlands, 16-18 May 1995
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    M.A. Sanz-Bobi, J. Villar, A. Muñoz, A. Gimeno, "SEDFIPA: Diagnosis expert system of the preheating circuit in a coal power plant", 2nd World Congress on Expert Systems. Estoril, Portugal, 9-15 January 1994
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, "Sistema de monitorización y supervisión de la llama de la caldera de una central térmica basado en redes neuronales", V Conferencia de la Asociación Española para la Inteligencia Artificial, CAEPIA 93. Madrid, Spain, 16-18 November 1993
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    M.A. Sanz-Bobi, J. Villar, A. Muñoz, A. Gimeno, "SEDFIPA: Sistema experto de diagnóstico del circuito de precalentamiento de agua de una central térmica", V Conferencia de la Asociación Española para la Inteligencia Artificial, CAEPIA 93. Madrid, Spain, 16-18 November 1993
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    A. Muñoz, J. Villar, J. Alba, "SIMCC: simulador cualitativo basado en restricciones", IV Reunión Técnica de la Asociación Española para la Inteligencia Artificial (AEPIA 91). Madrid, Spain, 23-25 October 1991
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 35 publications

Books and Book chapters

    J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, A. Sola, "Fault detection through physical modelling in an axial flow compressor of a combined-cycle power plant", en Advances in Safety, Reliability and Risk Management. Editores Bérenguer, Christophe; Grall, Antoine; Guedes Soares, Carlos. Ed. CRC Press. Leiden, The Netherlands, 2011.
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    G. Aneiros, R. Cao, J.M. Vilar-Fernández, A. Muñoz, "Functional prediction for the residual demand in electricity spot markets", en Recent advances in functional data analysis and related topics. Editores Ferraty, F.. Ed. Physica-Verlag HD. Heidelberg, Germany, 2011.
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    A. Muñoz, E.F. Sánchez-Úbeda, A. Cruz, J. Marín, "Short-term Forecasting in Power Systems: A guided Tour", en Handbook of Power Systems II. Editores Pardalos, P.M.; Rebennack, S.; Pereira, M.V.F y Iliadis, N.A.. Ed. Springer. Berlín, Germany, 2010.
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    M. Muñoz, R. Giannetti, A. Muñoz, J. Villar, "TIC y sostenibilidad en el ámbito de la salud", en El Ingeniero del ICAI y el desarrollo sostenible. Editores Sancha Gonzalo, J.L. et al.. Ed. Asociación Nacional de Ingenieros del ICAI. Madrid, Spain, 2009.
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    E. Centeno, J. Barquín, J.I. de la Fuente, A. Muñoz, M. Ventosa, J. García-González, A. Mateo, A. Martín, "Competitors' response representation for market simulation in the Spanish daily market", en Modelling prices in competitive electricity markets. Editores Derek W. Bunn. Ed. John Wiley & Sons Limited. Chichester, UK, 2006.
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, A. Gimeno, L. Zarauza, "Neural Network approach to the diagnosis of the boiler combustion in a coal power plant", en Industrial Applications of Neural Networks. Editores F. Fogelman Soulié and P. Gallinari. Ed. World Scientific. River Edge, NJ, USA, 1998.
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 6 books

Projects

    Technical assistance in the use of the tools EXLA and SIROCO, developed for: Endesa. Nov/2012-Dec/2013
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    Optimal bidding strategies for the seconadary reserve market, developed for: Endesa. Feb/2012-Sep/2012
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    Development of SCIA and SCA systems, developed for: GAMESA. Jan/2012-Sep/2012
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    Short term electricity and secondary reserve price forecasting, developed for: ALPIQ. Mar/2011-Apr/2011
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    Optimal bidding strategies for the seconadary reserve market, developed for: Endesa. Mar/2011-Dec/2011
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    Aggregation control center II, developed for: Gamesa. Jan/2011-Dec/2011
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    SCIA system with a prediction model, developed for: Gamesa. Jan/2011-Dec/2011
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    Power generation asset management based on continuous life monitoring in the new context of high renewable energy penetration, developed for: Iberdrola. Oct/2010-Sep/2012
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    Quantitative analysis of the deviations of the Spanish Electric Power System, developed for: EGL Energía Iberia, S.L.. Sep/2010-Dec/2010
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    DELFOS-E: short-term forecasting of the Spanish natural gas consumption of the combined cycle power plants, developed for: Indra. Jun/2010-Nov/2011
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    Quantitative analysis of the effect of Wind Energy in the Spanish day-ahead Electricity Market price, developed for: Acciona Green Energy Developments. Apr/2010-Jul/2010
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    Optimal management of wind power generation in the Spanish electricity market, developed for: EGL España S.L.. Jul/2009-Jul/2010
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    Simulation of bidding strategies for the optimal purchase of energy in the Spanish electricity market, developed for: FORTIA. May/2009-Jul/2009
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    Standard advanced toll (2nd phase): Development and integration of the modular system, developed for: Ministerio de Industria Turismo y Comercio. Jan/2009-Dec/2010
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    Development of an explanatory model for the daily electricity load, developed for: Eon. Sep/2008-Dec/2008
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    Standard advanced toll: Development and integration of the modular system, developed for: Ministerio de Industria Turismo y Comercio. Jun/2008-Dec/2008
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    Optimal management of wind power generation in the Spanish electricity market, developed for: EGL España S.L.. May/2008-Nov/2008
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    Development of new algorithms for monitoring the Spanish electricity market, developed for: Endesa. Feb/2008-Feb/2009
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    Load and distributed generation forecasting for an efficient management of distribution networks, developed for: Everis. Sep/2007-Mar/2009
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    , developed for: ABG PATENTES, S.L.. Jun/2007-Jun/2007
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    Analysis of the operation of the Spanish electricity market, developed for: Indra-Endesa. Feb/2007-Dec/2007
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    Integrated management for diagnosis and maintenance of power systems based on intelligent multi-agent systems, developed for: Ministerio de Educación y Ciencia. Jan/2007-Dec/2008
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    IDEA Study of the mechanical and environmental impact of using mixtures of bioethanol and fossil fuels (diesel) in a captive transport float in Seville, developed for: Abengoa, Ministerio de Industria. Jan/2007-Dec/2010
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    Develoment of an intelligent electricity market analysis tool for the optimal management of generation and ancillary services, developed for: Global 3. Oct/2006-Jul/2007
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    Sensibility and multiscenario analysis of the economic forecast results of Endesa, developed for: Indra-Endesa. Jan/2006-Jan/2007
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    Evaluation of proposals to the NOVARE awards in R&D in energy, developed for: Endesa. Jan/2006-Feb/2006
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    Models of elastic waves propagation through electrical cables, developed for: Ministerio de Educación y Ciencia. Dec/2005-Dec/2006
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    Advanced procedures to access data for the W2M analysis system, developed for: Wind to Market, S.A.. Nov/2005-Sep/2006
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    Development of an intelligent electricity market analysis tool for wind power management, developed for: Wind to Market, S.A.. Oct/2005-Sep/2006
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    New developments in the Secondary Reserve Forecasting System SIPREBAN, developed for: Indra-Endesa. Jun/2005-Jul/2006
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    Specification of COGA secondary concentrator, developed for: Wind to Market, S.A.. Jun/2005-Apr/2006
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    Technical evaluation of automatic wind energy data acquisition systems, developed for: Wind to Market, S.A.. May/2005-Jun/2005
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    Advanced procedures for accessing data in the W2M/Casandra information system, developed for: Wind to Market, S.A.. May/2005-Jul/2005
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    Analysis of the connection rules for solving network constraints and estimation of the demand decomposition coefficients, developed for: Indra-Endesa. Feb/2005-Sep/2005
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    New developments of the information system for the management of analysis and forecasts in the Spanish electricity market (SGAP), developed for: Indra-Endesa. Feb/2005-Sep/2005
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    Extension and improvement of the forecast and analysis tools of the forecast Management System (SGP), developed for: Indra-Endesa. Jan/2005-Jan/2006
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    Maintenance of the SGO integrated bidding computer system developed for the Spanish electricity market (2005), developed for: Indra-Endesa. Nov/2004-Dec/2005
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    Settlement system for wind energy contracts in the Spanish electricity market, developed for: Wind to Market, S.A.. Oct/2004-Feb/2006
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    Development of a short term wind generation forecasting tool based on artificial neural networks, developed for: Gamesa Energía. Oct/2004-May/2005
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    Evaluation of short term wind generation forecasting models based on artificial neural networks, developed for: Gamesa Energía. May/2004-Jun/2004
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    Development of an information system for the management of analysis and forecasts in the Spanish electricity market, developed for: Indra-Endesa. Feb/2004-Jan/2005
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    SGO: Development of an integrated bidding computer system for the Spanish electricity market, developed for: Endesa. Feb/2004-Jul/2004
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    Development of new algorithms and tools integrated into the System for analysis and monitoring of economic and energetic outcomes of Endesa (SGS), developed for: Endesa. Jan/2004-Jan/2005
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    Development of new algorithms and tools integrated into the forecast Management System (SGP), developed for: Endesa. Jan/2004-Jan/2005
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    Maintenance of the SGO integrated bidding computer system developed for the Spanish electricity market (2004), developed for: Indra-Endesa. Jan/2004-Oct/2004
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    Wind energy management in the spanish electricity market, developed for: Gamesa Energías Renovables S.A.- Sociedad Unipersonal. Jul/2003-Jun/2004
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    Development of an information system for the management of analysis and forecasts in the Spanish electricity market, developed for: Endesa. Jan/2003-Jan/2004
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    SGO: Development of an integrated bidding computer system for the Spanish electricity market, developed for: Endesa. Jan/2003-Jan/2004
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    Integration of the analysis and monitoring of economic and energetic outcomes in the SGP Information System, developed for: Endesa. Jan/2003-Jan/2004
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    Development of the forecast and the analysis modules of the Forcast Management System (SGP), developed for: Endesa. Jan/2003-Jan/2004
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    Integration of the analysis and monitoring of economic and energetic outcomes in the SGP Information System, developed for: Endesa. Apr/2002-Nov/2002
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    SGO: Development of an integrated bidding computer system for the Spanish electrical market, developed for: Endesa. Jan/2002-Jan/2003
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    Development of the forecast and the analysis modules of the Forcast Management System (SGP), developed for: Endesa. Jan/2002-Jan/2003
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    Development of a flame monitoring system for PUERTOLLANO Power plant, developed for: ELCOGAS. May/2001-Sep/2001
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    SGO: Development of an integrated bidding computer system for the Spanish electrical market, developed for: Endesa. Jan/2001-Jan/2002
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    SGP: Development of an information system for the management of forecasts, developed for: Endesa. Jan/2001-Jan/2002
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    Specification of management system for planning forecasts (SGP), developed for: Endesa. Nov/2000-Dec/2000
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    Development of new methods and tools for the operation of electrical power systems under competition (III-1): Bidding computer system SGO, developed for: Endesa Servicios. Jan/2000-Jan/2001
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    , developed for: Endesa. Jan/1999-Dec/1999
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    SEVILLA: Expert system for on-line monitoring of the flame of a boiler in a coal power plant, developed for: Unión Fenosa Generación. Jan/1998-Dec/1999
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    Development of new tools and procedures to be used in the new competitive Spanish power sector (I-2), developed for: Endesa. Jan/1998-Dec/1998
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    Predictive maintenance system of trains, developed for: Alstom Transporte. Dec/1997-Jan/2000
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    Long term prediction of the water demand based on historical series of water consumptions, developed for: CANAL DE ISABEL II. Sep/1997-Mar/1998
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    FRAC: Intelligent system for fraud and anomaly detection in electricity invoicing., developed for: Iberdrola Ingeniería y Consultoría. Apr/1997-Apr/1997
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 64 projects

Recent Training Courses

    Course on analysis and forecast of electricity markets with the intelligent data analysis tool (IDAT), developed for: Endesa. Oct/2012-Dec/2012
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    Course on Analysis and Forecast of Electricity Markets with the Intelligent Data Analysis Tool (IDAT), developed for: Global 3 Energía. Nov/2011-Dec/2011
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    Course on Analysis of Bidding Curves with the Intelligent Data Analysis Tool (IDAT), developed for: Global 3. May/2008-May/2008
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    Curso para usuarios de empresa "Introducción a la predicción de series temporales energéticas", in . , Madrid (Spain). Feb 2008 - Feb 2008.

    Course on Time Series Forecasting in Energy Markets, developed for: Varios. Feb/2008-Feb/2008
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