INVESTIGADOR
PROFESOR TITULAR DE UNIVERSIDAD
PUBLICACIONES
2024
Gap imputation in related multivariate time series through recurrent neural network-based denoising autoencoder Journal Article
En: Integrated Computer-Aided Engineering, vol. 31, iss. 2, pp. 157-172, 2024, ISBN: 1875-8835.
2023
Hierarchical Prediction in Incomplete Submetering Systems Using a CNN Proceedings Article
En: Engineering Applications of Neural Networks, pp. 239–250, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.
2022
Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network Proceedings Article
En: Communications in Computer and Information Science, pp. 247-259, Springer Science and Business Media Deutschland GmbH, 2022, ISSN: 1865-0937.
2021
Virtual Sensor for Probabilistic Estimation of the Evaporation in Cooling Towers Journal Article
En: Integrated Computer-Aided Engineering, vol. 28, no 4, pp. 369-381, 2021.
2020
Estimating cooling production and monitoring efficiency in chillers using a soft sensor Journal Article
En: Neural Computing and Applications, vol. 32, no 23, pp. 17291–17308, 2020.
Feature Extraction from Building Submetering Networks Using Deep Learning Journal Article
En: Sensors, vol. 20, no 13, pp. 3665, 2020.
Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network Proceedings Article
En: International Conference on Engineering Applications of Neural Networks, pp. 155–166, Springer, Cham 2020.
2019
A Data-Driven Approach for Enhancing the Efficiency in Chiller Plants Journal Article
En: Energies, vol. 12, no 5, pp. 827-827, 2019, ISSN: 1996-1073.
Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers Proceedings Article
En: Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks, pp. 307-319, EANN2019 Springer, 2019, ISBN: 978-3-030-20257-6.
2018
Interactive visualization for NILM in large buildings using non-negative matrix factorization Journal Article
En: Energy and Buildings, vol. 176, pp. 95 - 108, 2018, ISSN: 0378-7788.
2017
Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders Proceedings Article
En: Giacomo Boracchi; Lazaros Iliadis; Chrisina Jayne; Aristidis Likas (Ed.): Engineering Applications of Neural Networks, pp. 15–26, Springer International Publishing, 2017, ISBN: 978-3-319-65172-9.
2015
Dimensionality reduction techniques to analyze heating systems in buildings Journal Article
En: Information Sciences, vol. 294, pp. 553–564, 2015.
2013
Analysis of Heating Systems in Buildings Using Self-Organizing Maps Proceedings Article
En: Lazaros Iliadis; Harris Papadopoulos; Chrisina Jayne (Ed.): Engineering Applications of Neural Networks, pp. 370–379, Springer, Heidelberg, 2013, ISBN: 978-3-642-41012-3.
Power monitoring system for university buildings: Architecture and advanced analysis tools Journal Article
En: Energy and Buildings, vol. 59, no 0, pp. 152 - 160, 2013, ISSN: 0378-7788.
Analysis of electricity bills using visual continuous maps Journal Article
En: Neural Computing and Applications, pp. 1-11, 2013, ISSN: 0941-0643.
Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques Journal Article
En: Engineering Applications of Artificial Intelligence, vol. 26, no 8, pp. 1872 - 1880, 2013, ISSN: 0952-1976.
2012
Análisis y predicción de perfiles de consumo energético en edificios públicos mediante técnicas de minería de datos PhD Thesis
Universidad de Oviedo, 2012.
Monitoring Power Consumption using a Generalized Variant of Self-Organizing Map (SOM) Journal Article
En: International Journal of Modern Physics B, vol. 26, no 25, 2012.
Advanced tools for electricity consumption monitoring Proceedings Article
En: Environment European Association for the Development of Renewable Energies; Power Quality (EA4EPQ) (Ed.): International Conference on Renewable Energies and Power Quality (ICREPQ12), Santiago de Compostela, 2012.
Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión. Proceedings Article
En: Proceedings of the VIII Simposio CEA de Control Inteligente, Baiona, España, 2012.
Visual continuous map for electrical bill comparisons Proceedings Article
En: Proceedings of the 10th Portuguese Conference on Automatic Control, Funchal, Portugal, 2012.
Analysis of electricity consumption profiles by means of dimensionality reduction techniques Book Section
En: Chrisina Jayne; Shigang Yue; Lazaros Iliadis (Ed.): Engineering Applications of Neural Networks, vol. 311, Springer Berlin / Heidelberg, 2012.
Two-stage approach for electricity consumption forecasting in public buildings Book Section
En: Jaakko Hollmén; Frank Klawonn; Allan Tucker (Ed.): Advances in Intelligent Data Analysis XI, vol. 7619, pp. 219-229, Springer Berlin / Heidelberg, 2012.
2011
Sistema de supervisión de energía eléctrica en la Universidad de León. Proceedings Article
En: XXXII Jornadas de Automática, Sevilla, 2011.
Analysis of Electric Power Consumption Using Self-Organizing Maps Proceedings Article
En: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.
A variant of self-organizing map (SOM) for monitoring power consumption. Proceedings Article
En: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.