Publicaciones en colaboración con investigadores/as de Universidad de Oviedo (24)

2024

  1. Deep Echo State Networks for Modelling of Industrial Systems

    Communications in Computer and Information Science

2023

  1. Adaptive Model for Industrial Systems Using Echo State Networks

    Communications in Computer and Information Science

2019

  1. A deep learning approach for fusing sensor data from screw compressors

    Sensors (Switzerland), Vol. 19, Núm. 13

2017

  1. Analysis of parallel process in hvac systems using deep autoencoders

    Communications in Computer and Information Science

2015

  1. Analysis of Electricity Bill Data using Interactive Dimensionality Reduction

    ACM International Conference Proceeding Series

2013

  1. Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques

    Engineering Applications of Artificial Intelligence, Vol. 26, Núm. 8, pp. 1872-1880

  2. Visualization maps based on SOM to analyze MIMO systems

    Neural Computing and Applications, Vol. 23, Núm. 5, pp. 1407-1419

2012

  1. Analysis of Electricity Consumption Profiles by Means of Dimensionality Reduction Techniques

    Communications in Computer and Information Science

  2. Monitoring industrial processes with SOM-based dissimilarity maps

    Expert Systems with Applications, Vol. 39, Núm. 8, pp. 7110-7120

  3. Supervision of industrial processes using self organizing maps

    Intelligent Data Analysis for Real-Life Applications: Theory and Practice (IGI Global), pp. 206-227

  4. Two-stage approach for electricity consumption forecasting in public buildings

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  5. Visual analysis of residuals from data-based models in complex industrial processes

    International Journal of Modern Physics B, Vol. 26, Núm. 25

2011

  1. Analysis of electric power consumption using self-organizing maps

    IFAC Proceedings Volumes (IFAC-PapersOnline)

  2. Control maps: Visualization of local robustness properties for control system design

    IFAC Proceedings Volumes (IFAC-PapersOnline)

2010

  1. Application of SOM-based visualization maps for time-response analysis of industrial processes

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes

    Engineering Applications of Artificial Intelligence, Vol. 23, Núm. 1, pp. 8-17

  3. Visualization of changes in process dynamics using self-organizing maps

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2009

  1. Tool for instruction and learning on variable speed drives through the Internet

    2009 European Control Conference, ECC 2009

  2. Visualization of MIMO process dynamics using local dynamic modelling with self organizing maps

    Communications in Computer and Information Science

2008

  1. A new approach to exploratory analysis of system dynamics using SOM. Applications to industrial processes

    Expert Systems with Applications, Vol. 34, Núm. 4, pp. 2953-2965