Antonio Muñoz San Roque obtained his PhD (1996) and MSc (1991) degrees in Electrical and Electronics Engineering from Universidad Pontificia Comillas in Madrid.

He joined the Institute for Research in Technology (IIT) in 1992, where he is currently a Research Fellow in the Intelligent Systems area. He is also Full Professor in the Department of Electronics at the ICAI School of Engineering, Universidad Pontificia Comillas.

His research interests focus on the application of Artificial Intelligence and Machine Learning to the monitoring and diagnosis of industrial processes, nonlinear time series forecasting, and the use of data analytics and machine learning in electricity markets.

Over the course of his academic career, he has held several positions, including Deputy Director of IIT (2000–2004), Head of the Department of Electronics and Automation at ICAI (2004–2008), Director of IIT (2008–2010), Vice Dean for Academic Affairs (2010–2018), and Dean of the ICAI School of Engineering (2018–2025).

Areas of interest:

Time series forecasting. Machine learning. Application of Artificial Intelligence techniques to the operation and maintenance of industrial processes. Electricity markets analysis and optimal operation.

Highlighted Publications

F.J. Bellido-López, M.A. Sanz-Bobi, A. Muñoz, D. González-Calvo, T. Álvarez Tejedor, "A novel method for evaluation of the maintenance impact in the health of industrial components", Results in Engineering, Vol. 27, pp. 105809, September 2025. [Online: June 2025] doi: 10.1016/j.rineng.2025.105809
JCR-JIF: 9,400 Q1 (2025); - SJR: 1,240 Q1 (2025);
J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300
JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);
F. Rodríguez-Cuenca, E.F. Sánchez-Úbeda, J. Portela, A. Muñoz, V. Guizien, A. Veiga, A. Mateo, "Television usage recommendations for energy efficiency: A Probabilistic methodology based on the Wasserstein distance", Energy, Vol. 322, pp. 135410, May 2025. [Online: March 2025] doi: 10.1016/j.energy.2025.135410
JCR-JIF: 10,100 Q1 (2025); - SJR: 2,060 Q1 (2025);
M.C. Rubiales Mena, A. Muñoz, M.A. Sanz-Bobi, D. González-Calvo, T. Álvarez Tejedor, "Application of ensemble machine learning techniques to the diagnosis of the combustion in a gas turbine", Applied Thermal Engineering, Vol. 249, pp. 123447, July 2024. [Online: May 2024] doi: 10.1016/j.applthermaleng.2024.123447
JCR-JIF: 6,900 Q1 (2024); 7,500 Q1 (2025) - SJR: 1,579 Q1 (2024); 1,556 Q1 (2025)
E.F. Sánchez-Úbeda, J. Portela, A. Muñoz, E. Chueca, M. Carvalho, "Impact of COVID-19 on electricity demand of Latin America and the Caribbean countries", Sustainable Energy, Grids and Networks, Vol. 30, pp. 100610, June 2022. [Online: January 2022] doi: 10.1016/j.segan.2022.100610
JCR-JIF: 5,400 Q1 (2022); 5,700 Q1 (2025) - SJR: 1,225 Q1 (2022); 1,239 Q1 (2025)

show 5 highlighted publications

Journal Publications

M.C. Rubiales Mena, A. Muñoz, M.A. Sanz-Bobi, D. González-Calvo, T. Álvarez Tejedor, "Time Series-Based Anomaly Detection in Gas Turbines Using TimeWGAN-GP", IEEE Access, Vol. 14, pp. 113355 - 113377, 2026. [Online: July 2026] doi: 10.1109/ACCESS.2026.3715914
JCR-JIF: 4,200 Q2 (2025) - SJR: 0,884 Q1 (2025)
E. Insunza Díaz, J. Portela, A. Muñoz, "Iberian-day-ahead-market-simulator: A Python package to simulate the MIBEL day-ahead market clearing", SoftwareX, Vol. 35, pp. 102985, September 2026. [Online: August 2026] doi: 10.1016/j.softx.2026.102985
JCR-JIF: 1,900 Q3 (2025) - SJR: 0,499 Q2 (2025)
E. Insunza Díaz, C. de los Santos Jiménez, A. Muñoz, J. Portela, I. Kusano, H. Rostro-González, "Evaluating the impact of Numerical Weather Prediction variables on wind power forecasting: A case study of the Alpha Ventus offshore wind farm", Energy and AI, Vol. 24, pp. 100695, May 2026. [Online: February 2026] doi: 10.1016/j.egyai.2026.100695
JCR-JIF: 9,600 Q1 (2024) - SJR: 2,038 Q1 (2025)
M.A. Sanz-Bobi, I. Rodríguez-Muñoz-de-Baena, F.J. Bellido-López, A. Muñoz, J. Anguera, D. González-Calvo, T. Álvarez Tejedor, "TD3 Reinforcement Learning Algorithm Used for Health Condition Monitoring of a Cooling Water Pump", Computers, Vol. 14, nº. 12, pp. 540, December 2025. [Online: December 2025] doi: 10.3390/computers14120540
JCR-JIF: 5,200 Q2 (2025); - SJR: 0,935 Q1 (2025);
F.J. Bellido-López, M.A. Sanz-Bobi, A. Muñoz, D. González-Calvo, T. Álvarez Tejedor, "Maintenance-Aware Risk Curves: Correcting Degradation Models with Intervention Effectiveness", Applied Sciences, Vol. 15, nº. 20, pp. 10998, October 2025. [Online: October 2025] doi: 10.3390/app152010998
JCR-JIF: 2,900 Q2 (2025); - SJR: 0,555 Q2 (2025);
F.J. Bellido-López, M.A. Sanz-Bobi, A. Muñoz, D. González-Calvo, T. Álvarez Tejedor, "A novel method for evaluation of the maintenance impact in the health of industrial components", Results in Engineering, Vol. 27, pp. 105809, September 2025. [Online: June 2025] doi: 10.1016/j.rineng.2025.105809
JCR-JIF: 9,400 Q1 (2025); - SJR: 1,240 Q1 (2025);
J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300
JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);
F. Rodríguez-Cuenca, E.F. Sánchez-Úbeda, J. Portela, A. Muñoz, V. Guizien, A. Veiga, A. Mateo, "Television usage recommendations for energy efficiency: A Probabilistic methodology based on the Wasserstein distance", Energy, Vol. 322, pp. 135410, May 2025. [Online: March 2025] doi: 10.1016/j.energy.2025.135410
JCR-JIF: 10,100 Q1 (2025); - SJR: 2,060 Q1 (2025);
C. Álvarez-Romero, A. Polo-Molina, E.F. Sánchez-Úbeda, C. Jiménez-de-Juan, M.P. Cuadri-Benitez, J.A. Rivas-González, J. Portela, R. Palacios, C. Rodríguez-Morcillo, A. Muñoz, C.L. Parra-Calderón, M.D. Nieto-Martin, M. Ollero-Baturone, C. Hernández-Quiles, "Machine learning–based prediction of changes in the clinical condition of patients with complex chronic diseases: 2-phase pilot prospective single-center observational study", JMIR Formative Research, Vol. 8, nº. 1, pp. e52344, 2024. [Online: April 2024] doi: 10.2196/52344
JCR-JIF: 2,100 Q3 (2024); - SJR: 0,723 Q2 (2024);
M. Casero, M.A. Sanz-Bobi, F.J. Bellido-López, A. Muñoz, D. González-Calvo, T. Álvarez Tejedor, "Efficiency monitoring of a cooling water pump based on machine learning techniques", International Journal of Prognostics and Health Management, Vol. 16, nº. 1, pp. 1 - 6, December 2024. [Online: January 2025] doi: 10.36001/ijphm.2025.v16i1.4160
JCR-JIF: 1,000 Q3 (2024); - SJR: 0,289 Q3 (2024);
M.C. Rubiales Mena, A. Muñoz, M.A. Sanz-Bobi, D. González-Calvo, T. Álvarez Tejedor, "Application of ensemble machine learning techniques to the diagnosis of the combustion in a gas turbine", Applied Thermal Engineering, Vol. 249, pp. 123447, July 2024. [Online: May 2024] doi: 10.1016/j.applthermaleng.2024.123447
JCR-JIF: 6,900 Q1 (2024); 7,500 Q1 (2025) - SJR: 1,579 Q1 (2024); 1,556 Q1 (2025)
P. Moreno Alonso, I. Figuerola-Ferretti Garrigues, A. Muñoz, "Forecasting oil prices with non-linear dynamic regression modeling", Energies, Vol. 17, nº. 9, pp. 2182, May 2024. [Online: May 2024] doi: 10.3390/en17092182
JCR-JIF: 3,200 Q3 (2024); 3,900 Q3 (2025) - SJR: 0,713 Q1 (2024); 0,748 Q1 (2025)
E.F. Sánchez-Úbeda, J. Portela, A. Muñoz, E. Chueca, M. Carvalho, "Impact of COVID-19 on electricity demand of Latin America and the Caribbean countries", Sustainable Energy, Grids and Networks, Vol. 30, pp. 100610, June 2022. [Online: January 2022] doi: 10.1016/j.segan.2022.100610
JCR-JIF: 5,400 Q1 (2022); 5,700 Q1 (2025) - SJR: 1,225 Q1 (2022); 1,239 Q1 (2025)
J. Pizarroso, J. Portela, A. Muñoz, "NeuralSens: sensitivity analysis of neural networks", Journal of Statistical Software, Vol. 102, nº. 7, pp. 1 - 36, April 2022. doi: 10.18637/jss.v102.i07
JCR-JIF: 5,800 Q1 (2022); 14,300 Q1 (2025) - SJR: 2,722 Q1 (2022); 3,677 Q1 (2025)
G. Mestre, E.F. Sánchez-Úbeda, A. Muñoz, E. Alonso, "The arithmetic of stepwise offer curves", Energy, Vol. 239, nº. Part E, pp. 122444, January 2022. [Online: October 2021] doi: 10.1016/j.energy.2021.122444
JCR-JIF: 9,000 Q1 (2022); 10,100 Q1 (2025) - SJR: 1,989 Q1 (2022); 2,060 Q1 (2025)
P. Moreno Alonso, A. Muñoz, "Oil costs and prices: an empirical causality analysis", International Journal of Energy Economics and Policy, Vol. 11, nº. 3, pp. 546 - 554, April 2021. doi: 10.32479/ijeep.10887
SJR: 0,380 Q2 (2021); 0,343 Q2 (2024)
G. Mestre, J. Portela, G. Rice, A. Muñoz, E. Alonso, "Functional time series model identification and diagnosis by means of auto- and partial autocorrelation analysis", Computational Statistics & Data Analysis, Vol. 155, pp. 107108, March 2021. [Online: October 2020] doi: 10.1016/j.csda.2020.107108
JCR-JIF: 2,035 Q2 (2021); 1,700 Q2 (2025) - SJR: 1,016 Q1 (2021); 0,926 Q1 (2025)
G. Mestre, J. Portela, A. Muñoz, E. Alonso, "Forecasting hourly supply curves in the Italian day-ahead electricity market with a double-seasonal SARMAHX model", International Journal of Electrical Power & Energy Systems, Vol. 121, pp. 106083, October 2020. [Online: April 2020] doi: 10.1016/j.ijepes.2020.106083
JCR-JIF: 4,630 Q1 (2020); 5,300 Q1 (2025) - SJR: 1,050 Q1 (2020); 1,482 Q1 (2025)
S. Moreno, E.F. Sánchez-Úbeda, A. Muñoz, "Rethinking weather station selection for electric load forecasting using genetic algorithms", International Journal of Forecasting, Vol. 36, nº. 2, pp. 695 - 712, June 2020. [Online: December 2019] doi: 10.1016/j.ijforecast.2019.08.008
JCR-JIF: 3,779 Q1 (2020); 5,700 Q1 (2025) - SJR: 1,268 Q1 (2020); 2,272 Q1 (2025)
S. Moreno, E.F. Sánchez-Úbeda, A. Muñoz, "Time series decomposition of the daily outdoor air temperature in Europe for long-term energy forecasting in the context of climate change", Energies, Vol. 13, nº. 7, pp. 1569, April 2020. [Online: March 2020] doi: 10.3390/en13071569
JCR-JIF: 3,004 Q3 (2020); 3,900 Q3 (2025) - SJR: 0,598 Q2 (2020); 0,748 Q1 (2025)
J. Portela, A. Muñoz, E. Alonso, "Forecasting functional time series with a new Hilbertian ARMAX model: application to electricity price forecasting", IEEE Transactions on Power Systems, Vol. 33, nº. 1, pp. 545 - 556, January 2018. [Online: May 2017] doi: 10.1109/TPWRS.2017.2700287
JCR-JIF: 6,807 Q1 (2018); 8,700 Q1 (2025) - SJR: Q1 (2018); 4,217 Q1 (2025)
A. Bello, D.W. Bunn, J. Reneses, A. Muñoz, "Medium-term probabilistic forecasting of electricity prices: a hybrid approach", IEEE Transactions on Power Systems, Vol. 32, nº. 1, pp. 334 - 343, January 2017. [Online: April 2016] doi: 10.1109/TPWRS.2016.2552983
JCR-JIF: 5,255 Q1 (2017); 8,700 Q1 (2025) - SJR: Q1 (2017); 4,217 Q1 (2025)
J. Portela, A. Muñoz, E.F. Sánchez-Úbeda, J. García-González, R. González Hombrados, "Residual demand curves for modeling the effect of complex offering conditions on day-ahead electricity markets", IEEE Transactions on Power Systems, Vol. 32, nº. 1, pp. 50 - 61, January 2017. [Online: April 2016] doi: 10.1109/TPWRS.2016.2552240
JCR-JIF: 5,255 Q1 (2017); 8,700 Q1 (2025) - SJR: Q1 (2017); 4,217 Q1 (2025)
A. Bello, D.W. Bunn, J. Reneses, A. Muñoz, "Parametric density recalibration of a fundamental market model to forecast electricity prices", Energies, Vol. 9, nº. 11, pp. 959, November 2016. [Online: November 2016] doi: 10.3390/en9110959
JCR-JIF: 2,262 Q3 (2016); 3,900 Q3 (2025) - SJR: Q1 (2016); 0,748 Q1 (2025)
A. Bello, J. Reneses, A. Muñoz, A.R. Delgadillo, "Probabilistic forecasting of hourly electricity prices in the medium-term using spatial interpolation techniques", International Journal of Forecasting, Vol. 32, nº. 3, pp. 966 - 980, September 2016. [Online: September 2015] doi: 10.1016/j.ijforecast.2015.06.002
JCR-JIF: Q1 (2016); 5,700 Q1 (2025) - SJR: Q1 (2016); 2,272 Q1 (2025)
F.A. Campos, A. Muñoz, E.F. Sánchez-Úbeda, J. Portela, "Strategic bidding in secondary reserve markets", IEEE Transactions on Power Systems, Vol. 31, nº. 4, pp. 2847 - 2856, July 2016. [Online: September 2015] doi: 10.1109/TPWRS.2015.2453477
JCR-JIF: 5,680 Q1 (2016); 8,700 Q1 (2025) - SJR: Q1 (2016); 4,217 Q1 (2025)
A. Bello, J. Reneses, A. Muñoz, "Medium-term probabilistic forecasting of extremely low prices in electricity markets: application to the Spanish case", Energies, Vol. 9, nº. 3, pp. 193, March 2016. [Online: March 2016] doi: 10.3390/en9030193
JCR-JIF: 2,262 Q3 (2016); 3,900 Q3 (2025) - SJR: Q1 (2016); 0,748 Q1 (2025)
G. Aneiros, J.M. Vilar-Fernández, R. Cao, A. Muñoz, "Functional prediction for the residual demand in electricity spot markets", IEEE Transactions on Power Systems, Vol. 28, nº. 4, pp. 4201 - 4208, November 2013. [Online: May 2013] doi: 10.1109/TPWRS.2013.2258690
JCR-JIF: 3,530 Q1 (2013); 8,700 Q1 (2025) - SJR: Q1 (2013); 4,217 Q1 (2025)
J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, A. Sola, "Hybrid model-based fault detection and diagnosis for the axial flow compressor of a combined-cycle power plant", Journal of Engineering for Gas Turbines and Power, Vol. 135, nº. 5, pp. 054501, May 2013. [Online: April 2013] doi: 10.1115/1.4007902
JCR-JIF: 0,788 Q3 (2013); 2,300 Q2 (2025) - SJR: Q1 (2013); 0,573 Q2 (2025)
J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, "Asset management overview focusing on fault detection in industrial processes - A state of the art", International Journal of COMADEM, Vol. 16, nº. 2, pp. 43 - 54, April 2013.
SJR: Q3 (2013); 0,105 Q4 (2025)
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. [Online: March 2012] doi: 10.1109/TPWRS.2012.2185960
JCR-JIF: 2,921 Q1 (2012); 8,700 Q1 (2025) - SJR: Q1 (2012); 4,217 Q1 (2025)
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. [Online: June 2011] doi: 10.1016/j.epsr.2011.06.002
JCR-JIF: 1,478 Q2 (2011); 4,300 Q2 (2025) - SJR: Q1 (2011); 1,192 Q1 (2025)
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. [Online: March 2011] doi: 10.1002/sam.10114
JCR-JIF: 1,100 Q3 (2025) - SJR: Q3 (2011); 0,511 Q2 (2025)
I.J. Pérez-Arriaga, A. Muñoz, E. Centeno, J. Villar, "25 años de Investigación en Ingeniería en el IIT. Una historia de éxito en la transferencia de resultados de investigación a la industria.", Anales de Mecánica y Electricidad, Vol. LXXXVI, nº. II, pp. 48 - 56, March 2009.
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. [Online: October 2007] doi: 10.1109/TPWRS.2007.907584
JCR-JIF: 1,289 (2007); 8,700 Q1 (2025) - SJR: 4,217 Q1 (2025)
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. doi: 10.1109/TUFFC.2007.402
JCR-JIF: 1,654 (2007); 4,000 Q1 (2025) - SJR: 1,120 Q1 (2025)
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. doi: 10.1007/s11063-007-9035-z
JCR-JIF: 0,580 (2007); 2,800 Q3 (2025) - SJR: 0,666 Q2 (2025)
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.
JCR-JIF: 3,700 Q2 (2024) - SJR: 0,302 Q3 (2025)
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.
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. [Online: January 2005] doi: 10.1109/TPWRS.2004.840412
JCR-JIF: 0,951 (2005); 8,700 Q1 (2025) - SJR: 4,217 Q1 (2025)
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.
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.
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. doi: 10.1023/A:1023366127386
JCR-JIF: 4,100 Q2 (2025) - SJR: 1,166 Q1 (2025)
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", Mantenimiento, Nº. 147, pp. 23 - 28, September 2001.
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.
SJR: 0,278 Q4 (2023)
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. [Online: April 1999] doi: 10.1109/61.754115
JCR-JIF: 4,700 Q2 (2025) - SJR: 1,720 Q1 (2025)
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. 1-3, pp. 177 - 194, December 1998. [Online: December 1998] doi: 10.1016/S0925-2312(98)00082-4
JCR-JIF: 6,700 Q1 (2025) - SJR: 1,465 Q1 (2025)
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.
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, June 1998.
JCR-JIF: 0,205 (2009) - SJR: 0,103 Q4 (2019)
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.

show 50 journal publications

Projects

show 116 projects

Ph.D. Thesis

show 12 Ph.D. Thesis

Conference Papers

show 51 conference papers

Books and Book Chapters

show 6 books and book chapters

Invited Conferences and Seminars

Conference "Welcome" Jornada Técnica «Aplicación de las Tecnologías de la IA al Ferrocarril». Foro ICAITREN; Asociación de Ingenieros del ICAI; Universidad Pontificia Comillas. Madrid (Spain). Oct 2024.
Conference "Closure" Jornada Homenaje al Profesor Ignacio Pérez Arriaga. 40 Aniversario del IIT. Instituto de Investigación Tecnológica. Universidad Pontificia Comillas. Madrid (Spain). Jul 2024.
Chair in "Presentation of the Kapsch Chair for Sustainable and Intelligent Mobility" Jornada «Los retos de la investigación para una movilidad sostenible». Cátedra Kapsch para una movilidad sostenible e inteligente. Universidad Pontificia Comillas. Madrid (Spain). Mar 2024.
Seminar "Advances in Machine Learning" Seminario de Investigación GIIDA. Grupo de Investigación en Innovación Docente y Analytics - GIIDA. Universidad Pontificia Comillas. Madrid (Spain). Jun 2023.
Seminar "NeuralSens" Seminario de Investigación GIIDA. Grupo de Investigación en Innovación Docente y Analytics - GIIDA. Universidad Pontificia Comillas. Madrid (Spain). May 2022.
Chair in "2nd International Conference on Renewable Energy Research and Applications -ICRERA 2013" Program Chair. Universidad Pontificia Comillas e International Journal of Renewable Energy Research (IJRER). Madrid (Spain). Oct 2013.
Seminar "Applied forecasting". Universidad Pontificia Comillas. Madrid (Spain). Nov 2012.
Seminar "Applied forecasting". Universidad Pontificia Comillas. Madrid (Spain). Mar 2012.
Seminar "Predicción y análisis de datos en el ámbito del mercado eléctrico" Máster de Investigación en Tecnologías Industriales y de Telecomunicación. Universidad Miguel Hernández. Elche (Spain). Apr 2011.
Seminar "Applied forecasting". Universidad Pontificia Comillas. Madrid (Spain). Mar 2011.
Seminar "Técnicas de predicción". Universidad Pontificia Comillas. Madrid (Spain). Jun 2010.
Seminar "Redes Neuronales". Universidad Pontificia Comillas. Madrid (Spain). Mar 2010.
Seminar "Introducción a las Redes Neuronales Artificiales". Universidad Pontificia Comillas. Madrid (Spain). May 2009.
Conference "Modelos de predicción a corto plazo del precio del mercado eléctrico español" seminario de la Cátedra UAM-IIC de Aprendizaje Automático en Modelado y Predicción. Instituto de Ingeniería del Conocimiento (Universidad Autónoma de Madrid). Madrid (Spain). May 2009.
Presentation "Actividades de I+D+i en el IIT". International Council on Large Electric Systems (CIGRE). Madrid (Spain). Feb 2009.
Seminar "Técnicas de Predicción". Universidad Pontificia Comillas. Madrid (Spain). Jan 2009.
Seminar "Predicción de la demanda y precios de la electricidad" Aula de Investigación. Universidad Pontificia Comillas. Madrid (Spain). Oct 2008.
Seminar "Técnicas de predicción" Aula de Investigación. Universidad Pontificia Comillas. Madrid (Spain). Oct 2008.

show 18 invited conferences and seminars

Organization of Scientific Meetings

Organization of "Workshop DENISE: Distribución Energética Inteligente Segura y Eficiente". Instituto Investigación Tecnológica y Endesa. Madrid (Spain). Jul 2009.
Organization of "1984-2009: 25 años de Investigación Tecnológica en España". Instituto de Investigación Tecnológica (Universidad Pontificia Comillas de Madrid). Madrid (Spain). Jun 2009.

show 2 organization of scientific meetings

Technical Reports

show 3 technical reports

Working Papers

show 7 working papers

External Training Courses

show 13 external training courses

Media and research dissemination

"1X02 Engineers to the world". Casting the Future. (May 2022)
"Two engineers and one destination". Revista Comillas. Nº 96, p. 12-15. (Dec 2018)

show 2 media and research dissemination

Fellowships and Awards

Director of prizewinning work in "Axpo Iberia Prize for the best Final Year Project 2023-24. PFC Supervisor «Aplicación de técnicas de aprendizaje automático a la predicción de la producción de parques eólicos» by C. Gómez Limia". Universidad Pontificia Comillas. Madrid (Spain). Apr 2025.

show 1 fellowships and awards

Other Activities

Doctoral Defense Committee of "Marcos Peirotén, R. de. «Short -term forecasting of electricit y prices: a hybrid methodolog y based on fundamental and statistical analysis»". Universidad Pontificia Comillas. Madrid (Spain). Oct 2020.
Doctoral Defense Committee of "Danesin, A. «Modelling and assessment of sutainability in transport policies»". Universidad Pontificia Comillas. Madrid (Spain). Jul 2017.
Doctoral Defense Committee of "Andrade Vieira, R.J. «Life centered maintenance: a new methodology for maintenance management and planning applied to wind turbines»". Universidad Pontificia Comillas. Madrid (Spain). Sep 2015.

show 3 other activities

Dr. Antonio Muñoz San Roque

Highlighted Publications

J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300 JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);

Journal Publications

E. Insunza Díaz, J. Portela, A. Muñoz, "Iberian-day-ahead-market-simulator: A Python package to simulate the MIBEL day-ahead market clearing", SoftwareX, Vol. 35, pp. 102985, September 2026. [Online: August 2026] doi: 10.1016/j.softx.2026.102985 JCR-JIF: 1,900 Q3 (2025) - SJR: 0,499 Q2 (2025)

J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300 JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);

J. Pizarroso, J. Portela, A. Muñoz, "NeuralSens: sensitivity analysis of neural networks", Journal of Statistical Software, Vol. 102, nº. 7, pp. 1 - 36, April 2022. doi: 10.18637/jss.v102.i07 JCR-JIF: 5,800 Q1 (2022); 14,300 Q1 (2025) - SJR: 2,722 Q1 (2022); 3,677 Q1 (2025)

G. Mestre, E.F. Sánchez-Úbeda, A. Muñoz, E. Alonso, "The arithmetic of stepwise offer curves", Energy, Vol. 239, nº. Part E, pp. 122444, January 2022. [Online: October 2021] doi: 10.1016/j.energy.2021.122444 JCR-JIF: 9,000 Q1 (2022); 10,100 Q1 (2025) - SJR: 1,989 Q1 (2022); 2,060 Q1 (2025)

P. Moreno Alonso, A. Muñoz, "Oil costs and prices: an empirical causality analysis", International Journal of Energy Economics and Policy, Vol. 11, nº. 3, pp. 546 - 554, April 2021. doi: 10.32479/ijeep.10887 SJR: 0,380 Q2 (2021); 0,343 Q2 (2024)

J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, "Asset management overview focusing on fault detection in industrial processes - A state of the art", International Journal of COMADEM, Vol. 16, nº. 2, pp. 43 - 54, April 2013. SJR: Q3 (2013); 0,105 Q4 (2025)

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. doi: 10.1109/TUFFC.2007.402 JCR-JIF: 1,654 (2007); 4,000 Q1 (2025) - SJR: 1,120 Q1 (2025)

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. doi: 10.1007/s11063-007-9035-z JCR-JIF: 0,580 (2007); 2,800 Q3 (2025) - SJR: 0,666 Q2 (2025)

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. JCR-JIF: 3,700 Q2 (2024) - SJR: 0,302 Q3 (2025)

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. SJR: 0,278 Q4 (2023)

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. [Online: April 1999] doi: 10.1109/61.754115 JCR-JIF: 4,700 Q2 (2025) - SJR: 1,720 Q1 (2025)

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, June 1998. JCR-JIF: 0,205 (2009) - SJR: 0,103 Q4 (2019)

Projects

J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300
JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);

E. Insunza Díaz, J. Portela, A. Muñoz, "Iberian-day-ahead-market-simulator: A Python package to simulate the MIBEL day-ahead market clearing", SoftwareX, Vol. 35, pp. 102985, September 2026. [Online: August 2026] doi: 10.1016/j.softx.2026.102985
JCR-JIF: 1,900 Q3 (2025) - SJR: 0,499 Q2 (2025)

J. Pizarroso, D. Alfaya, J. Portela, A. Muñoz, "Metric tools for sensitivity analysis with applications to neural networks", Applied Soft Computing, Vol. 180, pp. 113300, August 2025. [Online: May 2025] doi: 10.1016/j.asoc.2025.113300
JCR-JIF: 7,800 Q1 (2025); - SJR: 1,456 Q1 (2025);

J. Pizarroso, J. Portela, A. Muñoz, "NeuralSens: sensitivity analysis of neural networks", Journal of Statistical Software, Vol. 102, nº. 7, pp. 1 - 36, April 2022. doi: 10.18637/jss.v102.i07
JCR-JIF: 5,800 Q1 (2022); 14,300 Q1 (2025) - SJR: 2,722 Q1 (2022); 3,677 Q1 (2025)

G. Mestre, E.F. Sánchez-Úbeda, A. Muñoz, E. Alonso, "The arithmetic of stepwise offer curves", Energy, Vol. 239, nº. Part E, pp. 122444, January 2022. [Online: October 2021] doi: 10.1016/j.energy.2021.122444
JCR-JIF: 9,000 Q1 (2022); 10,100 Q1 (2025) - SJR: 1,989 Q1 (2022); 2,060 Q1 (2025)

P. Moreno Alonso, A. Muñoz, "Oil costs and prices: an empirical causality analysis", International Journal of Energy Economics and Policy, Vol. 11, nº. 3, pp. 546 - 554, April 2021. doi: 10.32479/ijeep.10887
SJR: 0,380 Q2 (2021); 0,343 Q2 (2024)

J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, "Asset management overview focusing on fault detection in industrial processes - A state of the art", International Journal of COMADEM, Vol. 16, nº. 2, pp. 43 - 54, April 2013.
SJR: Q3 (2013); 0,105 Q4 (2025)

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. doi: 10.1109/TUFFC.2007.402
JCR-JIF: 1,654 (2007); 4,000 Q1 (2025) - SJR: 1,120 Q1 (2025)

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. doi: 10.1007/s11063-007-9035-z
JCR-JIF: 0,580 (2007); 2,800 Q3 (2025) - SJR: 0,666 Q2 (2025)

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.
JCR-JIF: 3,700 Q2 (2024) - SJR: 0,302 Q3 (2025)

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.
SJR: 0,278 Q4 (2023)

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. [Online: April 1999] doi: 10.1109/61.754115
JCR-JIF: 4,700 Q2 (2025) - SJR: 1,720 Q1 (2025)

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, June 1998.
JCR-JIF: 0,205 (2009) - SJR: 0,103 Q4 (2019)