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Journal publications (JCR)

García, Diego; Pérez, Daniel, Papapetrou, Panagiotis, Díaz, Ignacio, Cuadrado, Abel A., Enguita, Josém., and Domínguez, Manuel, "Conditioned fully convolutional denoising autoencoder for multi-target NILM". Neural Computing and Applications, 2024. DOI: https://doi.org/10.1007/s00521-024-10552-0
García Peña, Daniel, Diego García Pérez, Ignacio Díaz Blanco, and Jorge Marina Juárez. "Exploring deep fully convolutional neural networks for surface defect detection in complex geometries." The International Journal of Advanced Manufacturing Technology (2024): 1-15. DOI: https://doi.org/10.1007/s00170-024-14069-7
Saeed, Mariam, Fernández, Daniel, Guerrero, Juan Manuel, Díaz, Ignacio, and Briz, Fernando, "Insulation Condition Assessment in Inverter-Fed Motors Using the High-Frequency Common Mode Current: A Case Study". Energies. 17(2), 2024. DOI: https://doi.org/10.3390/EN17020470
Garcia-Perez, Diego, Saeed, Mariam, Diaz, Ignacio, Enguita, Jose M., Guerrero, Juan Manuel, and 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

Rodríguez-Ossorio, José Ramón; Morán, Antonio; Alonso, Serafín; Pérez, Daniel; Díaz, Ignacio; Domínguez, Manuel, "Echo State Networks for anomaly detection in industrial systems". IFAC-PapersOnLine. 56(2): 1472-1477, 2023. DOI: https://doi.org/https://doi.org/10.1016/j.ifacol.2023.10.1836
Diaz, Ignacio, Enguita, Jose M., Cuadrado, Abel A., Garcia, Diego, Gonzalez, Ana, Valdes, Nuria, and Chiara, Maria-Dolores, "Exploratory Analysis of the Gene Expression Matrix Based on Dual Conditional Dimensionality Reduction". IEEE Journal of Biomedical and Health Informatics. 27(6): 3083-3092, 2023. DOI: https://doi.org/10.1109/JBHI.2023.3264029
Enguita, Jose María, Díaz, Ignacio, García, Diego, Cubiella, Tamara, Chiara, María-Dolores, and Valdés, Nuria, "Visual analytics identifies key miRNAs for differentiating peripancreatic paraganglioma and pancreatic neuroendocrine tumors". Frontiers in Endocrinology. 14, 2023. DOI: https://doi.org/10.3389/FENDO.2023.1162725

Celada, Lucía, Cubiella, Tamara, San-Juan-Guardado, Jaime, San José Martínez, Andrés, Valdés, Nuria, Jiménez-Fonseca, Paula, Díaz, Ignacio, Enguita, Jose María, Astudillo, Aurora, Álvarez-González, Enol, Sierra, Luisa María, and Chiara, María-Dolores, "Differential HIF2α Protein Expression in Human Carotid Body and Adrenal Medulla under Physiologic and Tumorigenic Conditions". Cancers. 14(12), 2022. DOI: https://doi.org/10.3390/CANCERS14122986
González-Muñiz, Ana, Díaz, Ignacio, Cuadrado, Abel A., and García-Pérez, Diego, "Health indicator for machine condition monitoring built in the latent space of a deep autoencoder". Reliability Engineering and System Safety. 224, 2022. DOI: https://doi.org/10.1016/J.RESS.2022.108482
González-Muñiz, Ana, Díaz, Ignacio, Cuadrado, Abel A., García-Pérez, Diego, and Pérez, Daniel, "Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders". Computers and Electrical Engineering. 101, 2022. DOI: https://doi.org/10.1016/J.COMPELECENG.2022.108065

Garcia-Perez, Diego, Perez-Lopez, Daniel, Diaz-Blanco, Ignacio, Gonzalez-Muniz, Ana, Dominguez-Gonzalez, Manuel, and 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
Díaz, Ignacio, Enguita, José M, González, Ana, García, Diego, Cuadrado, Abel A., Chiara, María D, and Valdés, Nuria, "Morphing projections: a new visual technique for fast and interactive large-scale analysis of biomedical datasets". Bioinformatics (Oxford, England). 37(11): 1571-1580, 2021. DOI: https://doi.org/10.1093/BIOINFORMATICS/BTAA989

González-Muñiz, Ana, Díaz, Ignacio, and Cuadrado, Abel A., "DCNN for condition monitoring and fault detection in rotating machines and its contribution to the understanding of machine nature". Heliyon. 6(2), 2020. DOI: https://doi.org/10.1016/J.HELIYON.2020.E03395
Alonso, Serafín, Morán, Antonio, Pérez, Daniel, Prada, Miguel A., Díaz, Ignacio, and 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, and 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

Pérez, Daniel, Díaz, Ignacio, Cuadrado, Abel A., Rendueles, Jose L., and García, Diego, "Interactive data visualization of chatter conditions in a cold rolling mill". Computers in Industry. 103: 86-96, 2018. DOI: https://doi.org/10.1016/J.COMPIND.2018.08.008
García, Diego, Díaz, Ignacio, Pérez, Daniel, Cuadrado, Abel A., Domínguez, Manuel, and 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

Díaz Blanco, Ignacio, Cuadrado Vega, Abel Alberto, Pérez López, Daniel, Domínguez González, Manuel, Alonso Castro, Serafín, and Prada Medrano, Miguel Ángel, "Energy analytics in public buildings using interactive histograms". Energy and Buildings. 134: 94-104, 2017. DOI: https://doi.org/10.1016/J.ENBUILD.2016.10.026
Endert, Ribarsky, Turkay, Wong, B.L. William, Nabney, Blanco, I. Díaz, and Rossi, "The State of the Art in Integrating Machine Learning into Visual Analytics". Computer Graphics Forum. 36(8): 458-486, 2017. DOI: https://doi.org/10.1111/CGF.13092

Pérez, Daniel, Zhang, Leishi, Schaefer, Matthias, Schreck, Tobias, Keim, Daniel, and Díaz, Ignacio, "Interactive feature space extension for multidimensional data projection". Neurocomputing. 150(PB): 611-626, 2015. DOI: https://doi.org/10.1016/J.NEUCOM.2014.09.061
Carrasco, Juan J., Millán-Giraldo, Mónica, Caravaca, Juan, Díaz, Ignacio, Sanchis, Javier, and Soria-Olivas, Emilio, "Short-term temperature prediction in buildings using advanced data analysis techniques". Engineering Intelligent Systems. 23(4): 209-216, 2015.

Morán, Antonio, Fuertes, Juan J., Prada, Miguel A., Alonso, Serafín, Barrientos, Pablo, Díaz, Ignacio, and Domínguez, Manuel, "Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques". Engineering Applications of Artificial Intelligence. 26(8): 1872-1880, 2013. DOI: https://doi.org/10.1016/J.ENGAPPAI.2013.04.005
Pérez, Daniel, García-Fernández, Francisco J., Díaz, Ignacio, Cuadrado, Abel A., Ordonez, Daniel G., Díez, Alberto B., and Domínguez, Manuel, "Visual analysis of a cold rolling process using a dimensionality reduction approach". Engineering Applications of Artificial Intelligence. 26(8): 1865-1871, 2013. DOI: https://doi.org/10.1016/J.ENGAPPAI.2013.05.009
Fuertes, Domínguez, Díaz, Prada, Morán, and 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

Domínguez, Manuel, Fuertes, Juan J., Díaz, Ignacio, Prada, Miguel A., Alonso, Serafín, and Morán, Antonio, "Monitoring industrial processes with SOM-based dissimilarity maps". Expert Systems with Applications. 39(8): 7110-7120, 2012. DOI: https://doi.org/10.1016/J.ESWA.2012.01.033
Ordoñez, Daniel G., Cuadrado, Abel A., Díaz, Ignacio, García, Francisco J., Díez, Alberto B., and Fuertes, Juan J., "Visual analysis of residuals from data-based models in complex industrial processes". International Journal of Modern Physics B. 26(25), 2012. DOI: https://doi.org/10.1142/S0217979212460022

Fuertes, Juan J., Domínguez, Manuel, Reguera, Perfecto, Prada, Miguel A., Díaz, Ignacio, and 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., and 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

Domínguez, Fuertes, Reguera, Díaz, and Cuadrado, "Internet-based remote supervision of industrial processes using self-organizing maps". Engineering Applications of Artificial Intelligence. 20(6): 757-765, 2007. DOI: https://doi.org/10.1016/J.ENGAPPAI.2006.11.017

Díaz, Guzmán, Díaz, Ignacio, Arboleya, Pablo, and Gómez-Aleixandre, Javier, "A novel transformer protection technique and its performance assessment using self-organizing maps". Engineering Intelligent Systems. 14(2): 89-97, 2006.
Rendueles, González, Díaz, Diez, Seijo, and 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
Díaz, Guzmán, Blanco, Ignacio Díaz, Arboleya, Pablo, and Gómez-Aleixandre, Javier, "Zero-sequence-based relaying technique for protecting power transformers and its performance assessment using unsupervised learning ANN". European Transactions on Electrical Power. 16(2): 147-160, 2006. DOI: https://doi.org/10.1002/ETEP.72

Díaz Blanco, Ignacio, Cuadrado Vega, Abel A., Díez González, Alberto Benjamín, and Ojea Merín, Guillermo, "Modelado visual de Procesos industriales". Revista iberoamericana de automática e informática industrial ( RIAI ). 2(4): 101-112, 2005.

Books

Mennicken, H., Piancaldini, R., Flor-Remy, M., and Blanco, I. Diaz, "Permess, plant-wide error messaging system". Publications Office of the European Union, 2010. DOI: https://doi.org/10.2777/96116

Book chapters

Mateo, Fernando, Carrasco, Juan José, Sellami, Abderrahim, Millán-Giraldo, Mónica, Domínguez, Manuel, Díaz, Ignacio, and 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
Díaz, Ignacio, Cuadrado, Abel A., Diez, Alberto B., Domínguez, Manuel, Fuertes, Juan J., and Prada, Miguel A. "Supervision of industrial processes using self organizing maps". In Intelligent Data Analysis for Real-Life Applications: Theory and Practice. pp. 206-227, 2012. DOI: https://doi.org/10.4018/978-1-4666-1806-0.CH011

Conference papers

Rodríguez-Ossorio, José Ramón; Gallicchio, Claudio; Morán, Antonio; Díaz, Ignacio; Fuertes, Juan J.; Domínguez, Manuel "Deep Echo State Networks for Modelling of Industrial Systems". In Communications in Computer and Information Science. pp. 106-119, 2024. DOI: https://doi.org/10.1007/978-3-031-62495-7_9
Enguita-Gonzalez, Jose M.; Garcia-Perez, Diego; Cuadrado-Vega, Abel Alberto; García-Peña, Daniel; Rodríguez-Ossorio, José Ramón; Diaz-Blanco, Ignacio "Trustworthiness Score for Echo State Networks by Analysis of the Reservoir Dynamics". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024. pp. 455-460, 2024. DOI: https://doi.org/10.14428/ESANN/2024.ES2024-38, (github), (poster)
Garcia-Perez, Diego; Diaz-Blanco, Ignacio; Enguita-Gonzalez, Jose M.; Menéndez, Jorge; Cuadrado-Vega, Abel A. "Interactive Machine Learning-Powered Dashboard for Energy Analytics in Residential Buildings". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024. pp. 339-344, 2024. DOI: https://doi.org/10.14428/ESANN/2024.ES2024-130, (poster), (github), (demo app)
Diaz-Blanco, Ignacio; Enguita-Gonzalez, Jose M.; Garcia-Perez, Diego; Cuadrado-Vega, Abel A.; Valdes-Gallego, Nuria; Chiara-Romero, Maria Dolores "Analysis of DNA methylation patterns in cancer samples using SOM". In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2024. pp. 715-720, 2024. DOI: https://doi.org/10.14428/ESANN/2024.ES2024-42, (github), (poster)

Rodríguez-Ossorio, José Ramón, Morán, Antonio, Fuertes, Juan J., Prada, Miguel A., Díaz, Ignacio, and 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
García, Diego, Pérez, Daniel, Papapetrou, Panagiotis, Díaz, Ignacio, Cuadrado, Abel A., Enguita, José Maria, González, Ana, and 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
Enguita, José María, Díaz, Ignacio, García, Diego, Cuadrado, Abel Alberto, and 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
Díaz, Ignacio, Enguita, José M., Cuadrado, Abel A., García, Diego, and González, Ana "Visual Analytics Tools for the Study of Complex Problems in Engineering and Biomedicine". In IFIP Advances in Information and Communication Technology. pp. 446-457, 2023. DOI: https://doi.org/10.1007/978-3-031-34171-7_36
González, Ana, Enguita, José María, Díaz, Ignacio, García, Diego, Cuadrado, Abel Alberto, Valdés, Nuria, and Chiara, María D. "Visualizing Cell Motility Patterns from Time Lapse Videos with Interactive 2D Maps Generated with Deep Autoencoders". In IFIP Advances in Information and Communication Technology. pp. 458-468, 2023. DOI: https://doi.org/10.1007/978-3-031-34171-7_37

Díaz, Ignacio, Enguita, José M., García, Diego, González, Ana, Cuadrado, Abel A., Chiara, María D., and Valdés, Nuria "Interactive dual projections for gene expression analysis". In ESANN 2022 proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022. DOI: https://doi.org/10.14428/ESANN/2022.ES2022-22, (slides)
Enguita, José M., García, Diego, Chiara, María D., Valdés Gallego, Nuria, González, Ana, Cuadrado, Abel A., and Díaz, Ignacio "Interactive visual analytics for medical data: application to COVID-19 clinical information during the first wave". In ESANN 2022 proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022. DOI: https://doi.org/10.14428/ESANN/2022.ES2022-31, (poster)
Díaz Blanco, Ignacio, Enguita González, José María, García Pérez, Diego, Cuadrado Vega, Abel A., González Muñiz, Ana, and 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.

Díaz Blanco, Ignacio, García Pérez, Diego, González Muñiz, Ana, and 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.
González García, Amaro, Díaz Blanco, Ignacio, and Domínguez González, Manuel "Desarrollo de laboratorio remoto de investigación mediante la utilización de tecnologías industriales multiconectadas". In XL Jornadas de Automática: libro de actas. Ferrol, 4-6 de septiembre de 2019, A Coruña. pp. 277-287, 2019.
García Pérez, Diego, Díaz Blanco, Ignacio, González Muñiz, Ana, and Cuadrado Vega, Abel A. "Diseño de una maqueta de bajo coste para SHM". In XL Jornadas de Automática: libro de actas. Ferrol, 4-6 de septiembre de 2019, A Coruña. pp. 405-413, 2019.
Alonso, Serafín, Morán, Antonio, Pérez, Daniel, Reguera, Perfecto, Díaz, Ignacio, and Domínguez, Manuel "Virtual sensor based on a deep learning approach for estimating efficiency in chillers". In Communications in Computer and Information Science. pp. 307-319, 2019. DOI: https://doi.org/10.1007/978-3-030-20257-6_26

Diaz, Ignacio, Perez, Daniel, Cuadrado, Abel A., Garcia, Diego, and Dominguez, Manuel "Interactive dimensionality reduction of large datasets using interpolation". In ESANN 2018 - Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. pp. 117-122, 2018.

Morán, Antonio, Alonso, Serafín, Prada, Miguel A., Fuertes, Juan J., Díaz, Ignacio, and Domínguez, Manuel "Analysis of parallel process in hvac systems using deep autoencoders". In Communications in Computer and Information Science. pp. 15-26, 2017. DOI: https://doi.org/10.1007/978-3-319-65172-9_2
Pérez López, Daniel, García Pérez, Diego, Díaz Blanco, Ignacio, and Cuadrado Vega, Abel A. "Bancada para análisis inteligente de datos en monitorización de salud estructural". In Actas de las XXXVIII Jornadas de Automática, Oviedo. pp. 424-430, 2017.
García, Diego, Díaz, Ígnacio, Pérez, Daniel, Cuadrado, Abel A., and Domínguez, Manuel "Latent variable analysis in hospital electric power demand using non-negative matrix factorization". In ESANN 2017 - Proceedings, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. pp. 507-512, 2017.
Díaz Blanco, Ignacio, Escanciano Urigüen, Álvaro, Robles Alvarez, Antonio, and López García, Hilario "Reflexiones sobre el valor docente de una competición de drones en la educación para el control". In Actas de las XXXVIII Jornadas de Automática, Oviedo. pp. 445-450, 2017.
Pérez López, Daniel, Cuadrado Vega, Abel A., and Díaz Blanco, Ignacio "Visualización web interactiva para el análisis del chatter en laminación en frío". In Actas de las XXXVIII Jornadas de Automática, Oviedo. pp. 416-423, 2017.

Díaz, Ignacio, Cuadrado, Abel A., and Verleysen, Michel "A state-space model on interactive dimensionality reduction". In ESANN 2016 - 24th European Symposium on Artificial Neural Networks. pp. 647-652, 2016.

Alonso, Serafín, Prada, Miguel A., Fuertes, Juan J., Díaz, Ignacio, and Domínguez, Manuel "Analysis of Electricity Bill Data using Interactive Dimensionality Reduction". In ACM International Conference Proceeding Series, 2015. DOI: https://doi.org/10.1145/2797143.2797163

Díaz, Ignacio, Cuadrado, Abel A., Pérez, Daniel, García, Francisco J., and Verleysen, Michel "Interactive dimensionality reduction for visual analytics". In 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2014 - Proceedings. pp. 183-188, 2014.
Perez, Daniel, Díaz, Ignacio, Cuadrado, Abel A., Garćia-Fernández, Francisco J., Diez, Alberto B., and Domínguez, Manuel "Power-consumption analysis through web-based visual data exploration". In IFAC Proceedings Volumes (IFAC-PapersOnline), A-2361 Laxenburg. pp. 11257-11262, 2014.

Pérez, Zhang, Schaefer, Schreck, Keim, and Díaz "Interactive Visualization and Feature Transformation for Multidimensional Data Projection". In 1st International Workshop on Visual Analytics Using Multidimensional Projections, VAMP@EuroVis 2013. pp. 21-25, 2013. DOI: https://doi.org/10.2312/PE.VAMP.VAMP2013.021-025
Garcíia-Fernández, Francisco J., Verleysen, Michel, Lee, John A., and Díaz, Ignacio "Sensitivity to parameter and data variations in dimensionality reduction techniques". In ESANN 2013 proceedings, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. pp. 95-100, 2013.
García-Fernández, Francisco J., Verleysen, Michel, Lee, John A., and Díaz, Ignacio "Stability comparison of dimensionality reduction techniques attending to data and parameter variations". In 1st International Workshop on Visual Analytics Using Multidimensional Projections, VAMP@EuroVis 2013. pp. 5-9, 2013. DOI: https://doi.org/10.2312/PE.VAMP.VAMP2013.005-009

Morán, Antonio, Fuertes, Juan J., Prada, Miguel A., Alonso, Serafín, Barrientos, Pablo, and Díaz, Ignacio "Analysis of Electricity Consumption Profiles by Means of Dimensionality Reduction Techniques". In Communications in Computer and Information Science. pp. 152-161, 2012. DOI: https://doi.org/10.1007/978-3-642-32909-8_16
Díaz, Ignacio, Domínguez, Manuel, Cuadrado, Abel A., Diez, Alberto B., and Fuertes, Juan J. "MorphingProjections: Interactive Visualization of Electric Power Demand Time Series". In Eurographics Conference on Visualization (EuroVis). pp. 121-125, 2012.
Morán, Antonio, Prada, Miguel A., Alonso, Serafín, Barrientos, Pablo, Fuertes, Juan J., Domínguez, Manuel, and Díaz, Ignacio "Two-stage approach for electricity consumption forecasting in public buildings". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 219-229, 2012. DOI: https://doi.org/10.1007/978-3-642-34156-4_21
Pérez, Daniel, García-Fernández, Francisco J., Díaz, Ignacio, Cuadrado, Abel A., Ordonez, Daniel G., Díez, Alberto B., and Domínguez, Manuel "Visual Analysis of a Cold Rolling Process Using Data-Based Modeling". In Communications in Computer and Information Science. pp. 244-251, 2012. DOI: https://doi.org/10.1007/978-3-642-32909-8_25

Domínguez, Fuertes, Díaz, Cuadrado, Alonso, and Morán "Analysis of electric power consumption using self-organizing maps". In IFAC Proceedings Volumes (IFAC-PapersOnline). pp. 12213-12218, 2011. DOI: https://doi.org/10.3182/20110828-6-IT-1002.02092
Díaz, Ignacio, Robles, Antonio, Cuadrado, Abel A., Diez, Alberto B., Domínguez, Manuel, and Fuertes, Juan J. "Control maps: Visualization of local robustness properties for control system design". In IFAC Proceedings Volumes (IFAC-PapersOnline). pp. 5831-5836, 2011. DOI: https://doi.org/10.3182/20110828-6-IT-1002.02355
Díaz, Ignacio, Cuadrado, Abel A., Diez, Alberto B., and Domínguez, Manuel "Manifold learning for visualization of vibrational states of a rotating machine". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 285-292, 2011. DOI: https://doi.org/10.1007/978-3-642-21738-8_37
García, Francisco J., Díaz, Ignacio, Álvarez, Ignacio, Pérez, Daniel, González, Daniel G., and Domínguez, Manuel "Spectrogram Analysis using Manifold Learning". In Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.
García, Francisco J., Díaz, Ignacio, Álvarez, Ignacio, Pérez, Daniel, Ordonez, Daniel G., and Domínguez, Manuel "Time-frequency analysis of hot rolling using manifold learning". In IFIP Advances in Information and Communication Technology. pp. 150-155, 2011. DOI: https://doi.org/10.1007/978-3-642-23957-1_17
Pérez, Daniel, Díaz, Ignacio, García, Francisco J., and Barrientos, Pablo "Visualization of Power Systems Consumptions by Manifold Learning". In Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011, 2011.

Prada, Miguel A., Domínguez, Manuel, Díaz, Ignacio, Fuertes, Juan J., Reguera, Perfecto, Morán, Antonio, and Alonso, Serafín "Application of SOM-based visualization maps for time-response analysis of industrial processes". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 392-401, 2010. DOI: https://doi.org/10.1007/978-3-642-15822-3_47
Díaz, Ignacio, Cuadrado, Abel A., Diez, Alberto B., Domínguez, Manuel, Fuertes, Juan J., and Prada, Miguel A. "Visualization of changes in process dynamics using self-organizing maps". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 343-352, 2010. DOI: https://doi.org/10.1007/978-3-642-15822-3_42

Díaz, Ignacio, Cuadrado, Abel A., Diez, Alberto B., Fuertes, Juan J., Domínguez, Manuel, and Prada, Miguel A. "Visualization of MIMO process dynamics using local dynamic modelling with self organizing maps". In Communications in Computer and Information Science. pp. 119-130, 2009. DOI: https://doi.org/10.1007/978-3-642-03969-0_12

Fuertes Martinez, Juan Jose, Prada, Miguel Angel, Dominguez Gonzalez, Manuel, Reguera Acevedo, Perfecto, Diaz Blanco, Ignacio, and Diez Gonzalez, Alberto Benjamin "Visualization of dynamic parameters of a multivariable system using self-organizing maps". In IFAC Proceedings Volumes (IFAC-PapersOnline), 2008. DOI: https://doi.org/10.3182/20080706-5-KR-1001.1024

Fuertes-Martínez, Juan J., Prada, Miguel A., Domínguez-González, Manuel, Reguera-Acevedo, Perfecto, Díaz-Blanco, Ignacio, and 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.
Fuertes, Juan J., Prada, Miguel A., Dominguez, Manuel, Reguera, Perfecto, and Diaz, Ignacio "Remote supervision of industrial processes based on PMML-defined SOM models". In 2007 European Control Conference, ECC 2007. pp. 3838-3843, 2007.
Díaz-Blanco, Ignacio, Cuadrado-Vega, Abel A., Diez-González, Alberto B., Fuertes-Martínez, Juan J., Domínguez-González, Manuel, and 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, Reguera, Domínguez, Díaz, and Cuadrado "Industrial supervision system based on visual data mining and motion trajectory analysis". In IFAC Proceedings Volumes (IFAC-PapersOnline). pp. 161-166, 2005.

Díaz, Ignacio, Cuadrado, Abel A., and Diez, Alberto B. "Visualizing knowledge for data mining using dimension reduction mappings". In Proceedings of the 2004 IEEE International Conference on Information Reuse and Integration, IRI-2004. pp. 235-240, 2004. DOI: https://doi.org/10.1109/IRI.2004.1431466

Cuesta, Sergio R., Díaz, Ignacio, Cuadrado, Abel A., and Diez, Alberto B. "A visual approach for fuzzy rule induction". In IEEE International Conference on Emerging Technologies and Factory Automation, ETFA. pp. 761-767, 2003. DOI: https://doi.org/10.1109/ETFA.2003.1248775
Blanco, Id, Vega, Aac, Gonzalez, Ad, Loredo, Lr, Carrera, Fo, and Rodriguez, Ja "Visual predictive maintenance tool based on SOM projection techniques". In Revue de Metallurgie. Cahiers D’Informations Techniques, NANTERRE CEDEX. pp. 307-315, 2003. DOI: https://doi.org/10.1051/METAL:2003179

Díaz Blanco, Ignacio, Cuadrado Vega, Abel A., and Diez González, Alberto B. "Correlation visualization of high dimensional data using topographic maps". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 1005-1010, 2002.
Cuadrado, Abel A., Díaz, Ignacio, Diez, Alberto B., Domínguez, Manuel, González, Juan A., and Obeso, Faustino "MAPREX: A SOM-based condition monitoring system". In IFAC Proceedings Volumes (IFAC-PapersOnline), A-2361 Laxenburg. pp. 239-244, 2002.
Blanco, Ignacio Díaz, González, Alberto Benjamín Diez, Vega, Abel Alberto Cuadrado, and González, Manuel Domínguez "Prior knowledge integration in selforganizing maps for complex process supervision". In IFAC Proceedings Volumes (IFAC-PapersOnline), A-2361 Laxenburg. pp. 79-84, 2002.
Díaz, Ignacio and Hollmén, Jaakko "Residual generation and visualization for understanding novel process conditions". In Proceedings of the International Joint Conference on Neural Networks. pp. 2070-2075, 2002.
Pintado Sánchez, Alberto, Díaz Blanco, Ignacio, Cuadrado Vega, Abel A., Diez González, Alberto B., Obeso Carrera, Faustino, and 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.
Cuadrado, Abel A., Díaz, Ignacio, Diez, Alberto B., Obeso, Faustino, and González, Juan A. "Visual data mining and monitoring in steel processes". In Conference Record - IAS Annual Meeting (IEEE Industry Applications Society). pp. 493-500, 2002.

Dıaz, Ignacio, Diez, Alberto B., and Cuadrado Vega, Abel A. "Complex process visualization through continuous feature maps using radial basis functions". In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 443-449, 2001. DOI: https://doi.org/10.1007/3-540-44668-0_62
Cuadrado, Abel A., Díaz, Ignacio, Díez, Alberto B., Obeso, Faustino, and González, Juan A. "Fuzzy inference maps for condition monitoring with self-organizing maps". In International Conference in Fuzzy Logic and Technology (2nd. 2001. Leicester, United Kingdom). pp. 55-58, 2001.

Blanco, Diaz, Gonzalez, Diez, Vega, Cuadrado, and Gonzalez, Enguita "RBF approach for trajectory interpolation in self-organizing map based condition monitoring". In IEEE Symposium on Emerging Technologies and Factory Automation, ETFA. pp. 1003-1010, 1999.

Álvarez, Ignacio, Díaz, Ignacio, and Malet, Y. "Dimensional control of h-shaped steel beams with conoscopic holography based profilometers". In European Conference on Non-Destructive Testing, (7th. 1998. Copenhagen, Denmark.). pp. 2233-2240, 1998.