Virtual sensors in industrial processes
Journal papers
- Garcia-Perez, Diego; Saeed, Mariam; Diaz, Ignacio; Enguita, Jose M.; Guerrero, Juan Manuel; Briz, Fernando, "Machine Learning for Inverter-Fed Motors Monitoring and Fault Detection: An Overview". IEEE Access. 12: 27167-27179, 2024. DOI: https://doi.org/10.1109/ACCESS.2024.3366810
- Alonso, Serafín; Morán, Antonio; Pérez, Daniel; Prada, Miguel A.; Díaz, Ignacio; Domínguez, Manuel, "Estimating cooling production and monitoring efficiency in chillers using a soft sensor". Neural Computing and Applications. 32(23): 17291-17308, 2020. DOI: https://doi.org/10.1007/S00521-020-05165-2
- Alonso, Serafín; Pérez, Daniel; Morán, Antonio; Fuertes, Juan José; Díaz, Ignacio; Domínguez, Manuel, "A deep learning approach for fusing sensor data from screw compressors". Sensors (Switzerland). 19(13), 2019. DOI: https://doi.org/10.3390/S19132868
- Carrasco, Juan J.; Millán-Giraldo, Mónica; Caravaca, Juan; Díaz, Ignacio; Sanchis, Javier; Soria-Olivas, Emilio, "Short-term temperature prediction in buildings using advanced data analysis techniques". Engineering Intelligent Systems. 23(4): 209-216, 2015.
- Rendueles; González; Díaz; Diez; Seijo; Cuadrado, "Implementation of a virtual sensor on a hot dip galvanizing linefor zinc coating thickness estimation". Revue de Metallurgie. Cahiers D'Informations Techniques. 103(5): 226-232, 2006. DOI: https://doi.org/10.1051/METAL:2006110
Book chapters
- Mateo, Fernando; Carrasco, Juan José; Sellami, Abderrahim; Millán-Giraldo, Mónica; Domínguez, Manuel; Díaz, Ignacio; Soria-Olivas, Emilio "Forecasting Techniques for Energy Optimization in Buildings". In Encyclopedia of Information Science and Technology, Third Edition. pp. 967-977, 2014. DOI: https://doi.org/10.4018/978-1-4666-5888-2.CH092
Conference papers
- Enguita, José María; Díaz, Ignacio; García, Diego; Cuadrado, Abel Alberto; Rodríguez, José Ramón "Principal Component Modes of Reservoir Dynamics in Reservoir Computing". In IFIP Advances in Information and Communication Technology. pp. 434-445, 2023. DOI: https://doi.org/10.1007/978-3-031-34171-7_35
- Rodríguez-Ossorio, José Ramón; Morán, Antonio; Fuertes, Juan J.; Prada, Miguel A.; Díaz, Ignacio; Domínguez, Manuel "Adaptive Model for Industrial Systems Using Echo State Networks". In Communications in Computer and Information Science. pp. 367-378, 2023. DOI: https://doi.org/10.1007/978-3-031-34204-2_31
- Díaz Blanco, Ignacio; Enguita González, José María; García Pérez, Diego; Cuadrado Vega, Abel A.; González Muñiz, Ana; Dominguez Gonzalez, Manuel "Modelado de series temporales mediante echo state networks para aplicaciones de analítica visual". In Simposio CEA de Control Inteligente (17. 2022. León): Libro de actas, Barcelona. pp. 42-47, 2022.
- Pintado Sánchez, Alberto; Díaz Blanco, Ignacio; Cuadrado Vega, Abel A.; Diez González, Alberto B.; Obeso Carrera, Faustino; Lobato Rubio, Vanesa "Virtual sensor design for coating thickness estimation in a hot dip galvanising line based on interpolated SOM local models". In IECON Proceedings (Industrial Electronics Conference). pp. 1584-1589, 2002.
- Díaz Blanco, Ignacio; García Pérez, Diego; González Muñiz, Ana; Cuadrado Vega, Abel A. "Análisis de vibraciones en una estructura utilizando echo state networks". In XL Jornadas de Automática: libro de actas. Ferrol, 4-6 de septiembre de 2019, A Coruña. pp. 186-191, 2019.
Energy disaggretation, NILM
Journal papers
- Garcia-Perez, Diego; Perez-Lopez, Daniel; Diaz-Blanco, Ignacio; Gonzalez-Muniz, Ana; Dominguez-Gonzalez, Manuel; Cuadrado Vega, Abel Alberto, "Fully-Convolutional Denoising Auto-Encoders for NILM in Large Non-Residential Buildings". IEEE Transactions on Smart Grid. 12(3): 2722-2731, 2021. DOI: https://doi.org/10.1109/TSG.2020.3047712
- García, Diego; Díaz, Ignacio; Pérez, Daniel; Cuadrado, Abel A.; Domínguez, Manuel; Morán, Antonio, "Interactive visualization for NILM in large buildings using non-negative matrix factorization". Energy and Buildings. 176: 95-108, 2018. DOI: https://doi.org/10.1016/J.ENBUILD.2018.06.058
Conference papers
- García, Diego; Pérez, Daniel; Papapetrou, Panagiotis; Díaz, Ignacio; Cuadrado, Abel A.; Enguita, José Maria; González, Ana; Domínguez, Manuel "Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation". In IFIP Advances in Information and Communication Technology. pp. 421-433, 2023. DOI: https://doi.org/10.1007/978-3-031-34171-7_34
Visualization of dynamical systems
Journal papers
- Fuertes; Domínguez; Díaz; Prada; Morán; Alonso, "Visualization maps based on SOM to analyze MIMO systems". Neural Computing and Applications. 23(5): 1407-1419, 2013. DOI: https://doi.org/10.1007/S00521-012-1090-3
- Fuertes, Juan J.; Domínguez, Manuel; Reguera, Perfecto; Prada, Miguel A.; Díaz, Ignacio; Cuadrado, Abel A., "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, 2010. DOI: https://doi.org/10.1016/J.ENGAPPAI.2009.06.001
- Díaz, Ignacio; Domínguez, Manuel; Cuadrado, Abel A.; Fuertes, Juan J., "A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes". Expert Systems with Applications. 34(4): 2953-2965, 2008. DOI: https://doi.org/10.1016/J.ESWA.2007.05.031
Conference papers
- Díaz-Blanco, Ignacio; Cuadrado-Vega, Abel A.; Diez-González, Alberto B.; Fuertes-Martínez, Juan J.; Domínguez-González, Manuel; Reguera-Acevedo, Perfecto "Visualization of dynamics using local dynamic modelling with self organizing maps". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 609-617, 2007.
- Fuertes-Martínez, Juan J.; Prada, Miguel A.; Domínguez-González, Manuel; Reguera-Acevedo, Perfecto; Díaz-Blanco, Ignacio; Cuadrado-Vega, Abel A. "Modeling of dynamics using process state projection on the self organizing map". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 589-598, 2007.
