Biography:
Eugenio Francisco Sánchez Úbeda received an Electronic Engineering degree and a Ph.D. Degree from the Comillas University, Madrid, Spain, in 1991 and 1999, respectively. He is a Research Fellow at the Institute for Research in Technology (IIT), and an Associate Professor at ICAI School of Engineering of Comillas University, where he is a lecturer in Statistics, Machine Learning and Data Analysis. Since 1991, he has been working in the field of machine learning techniques and forecasting and its applications. He has participated actively in more than one hundred research projects related to this field, collaborating with European utilities.
Areas of interest:
Machine learning – Forecasting – Data analysis and visualization - Non-linear statistical modeling - Deep learning
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
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
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
E.F. Sánchez-Úbeda, P. Sánchez, M. Torrego-Ellacuría, A. Del Rey-Mejías, M.F. Morales Contreras, J.L. Puerta, "Flexibility and bed margins of the Community of Madrid’s hospitals during the first wave of the SARS-CoV-2 pandemic", International Journal of Environmental Research and Public Health, Vol. 18, nº. 7, pp. 3510, April 2021. [Online: March 2021] doi: 10.3390/ijerph18073510
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
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
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
S. Moreno, E.F. Sánchez-Úbeda, "A piecewise linear regression model ensemble for large-scale curve fitting", Algorithms, Vol. 17, nº. 4, pp. 147, April 2024. [Online: March 2024] doi: 10.3390/a17040147
R. Palacios, E.F. Sánchez-Úbeda, R. Panos, P. Argaw, M. Shahrawat, D.D. Zhang, A. Zhang, A. Seiver, O. Badawi, A. Gupta, "Predictive models to optimize resources in tele critical care in distributed hospital networks", Telehealth and Medicine Today, Vol. 8, nº. 1, pp. 1 - 12, February 2023. [Online: February 2023] doi: 10.30953/thmt.v8.408
R. Palacios, A. Fariña Fernández-Portillo, E.F. Sánchez-Úbeda, P. García-de-Zúñiga, "HTB: a very effective method to protect web servers against BREACH attack to HTTPS", IEEE Access, Vol. 10, pp. 40381 - 40390, 2022. [Online: April 2022] doi: 10.1109/ACCESS.2022.3166175
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
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
E.F. Sánchez-Úbeda, P. Sánchez, M. Torrego-Ellacuría, A. Del Rey-Mejías, M.F. Morales Contreras, J.L. Puerta, "Flexibility and bed margins of the Community of Madrid’s hospitals during the first wave of the SARS-CoV-2 pandemic", International Journal of Environmental Research and Public Health, Vol. 18, nº. 7, pp. 3510, April 2021. [Online: March 2021] doi: 10.3390/ijerph18073510
C. Puente, R. Palacios, Y. González-Arechavala, E.F. Sánchez-Úbeda, "Non-intrusive load monitoring (NILM) for energy disaggregation using soft computing techniques", Energies, Vol. 13, nº. 12, pp. 3117, June 2020. [Online: June 2020] doi: 10.3390/en13123117
C. Domínguez-Barbero, J. García-González, M.A. Sanz-Bobi, E.F. Sánchez-Úbeda, "Optimising a microgrid system by deep reinforcement learning techniques", Energies, Vol. 13, nº. 11, pp. 2830, June 2020. [Online: June 2020] doi: 10.3390/en13112830
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
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
A. Polo-Molina, E.F. Sánchez-Úbeda, J. Portela, R. Palacios, C. Rodríguez-Morcillo, A. Muñoz, C. Álvarez-Romero, C. Hernández-Quiles, "Analyzing mobility patterns of complex chronic patients using wearable activity trackers: a machine learning approach", presented at 9th International Conference on Time Series and Forecasting - ITISE 2023, Las Palmas de Gran Canaria, Spain, 12-14 July 2023. In: Engineering Proceedings, vol. 39, nº. 1, pp. 92-1/92-11, doi: 10.3390/engproc2023039092
F. Rodríguez-Cuenca, E.F. Sánchez-Úbeda, J. Portela, A. Muñoz, V. Guizien, A. Veiga, A. Mateo, "Probability density-based energy-saving recommendations for household refrigerating appliances", presented at 9th International Conference on Time Series and Forecasting - ITISE 2023, Las Palmas de Gran Canaria, Spain, 12-14 July 2023. In: Engineering Proceedings, vol. 39, nº. 1, pp. 43, doi: 10.3390/engproc2023039043
A. Muñoz, J. Portela, E.F. Sánchez-Úbeda, G. Mestre, "Analysis and forecasting of aggregate supply and demand curves in the European electricity market", in Economic forecasting and decisions with Big Data, D. Peña, et al. Ed(s). Madrid, Spain: Ed. Fundación de las Cajas de Ahorros (FUNCAS), 2024, pp. 185-224