All Stories

  1. Reduced-order echo state networks for model predictive control in industrial applications

    Article • European Journal of Control, July 2026, Elsevier

    Dr Manuel Dominguez

  2. A comprehensive study of incremental input-to-state stability in echo state networks: Hyperparameter influence and stability promotion in reduced models

    Article • Neurocomputing, June 2026, Elsevier

    Dr Manuel Dominguez

  3. Dataset of Substation Communication Traffic under Normal and Attack Scenarios

    Article • January 2026, Elsevier

    Dr Manuel Dominguez

  4. MPC Approximation with Echo State Networks for Industrial Control Systems

    Article • January 2026, Springer Science + Business Media

    Dr Manuel Dominguez

  5. Embedded deep reservoir computing for modelling complex industrial systems

    Article • Integrated Computer-Aided Engineering, October 2025, SAGE Publications

    Dr Manuel Dominguez

  6. Adquisición de tráfico de red en demostrador de subestación eléctrica

    Article • Jornadas de Automática, September 2025, Universidade da Coruna

    Dr Manuel Dominguez

  7. Modelado de sistemas industriales no lineales mediante SINDyc para la construcción de gemelos digitales

    Article • Simposios del Comité Español de Automática (CEA), June 2025, Comité Español de Automática

    Dr Manuel Dominguez

  8. Modelado de sistemas industriales no lineales mediante SINDyc para la construcción de gemelos digitales

    Article • Simposios del Comité Español de Automática (CEA), June 2025, Comité Español de Automática

    Dr Manuel Dominguez

  9. Adaptive model based on ESN for anomaly detection in industrial systems

    Article • Evolving Systems, January 2025, Springer Science + Business Media

    Dr Manuel Dominguez

  10. ESN Architectures for Industrial Process Modelling to Develop Digital Twins

    Article • January 2025, Springer Science + Business Media

    Dr Manuel Dominguez

  11. ESN with Delayed Inputs to Model Industrial Processes

    Article • January 2025, Springer Science + Business Media

    Dr Manuel Dominguez

  12. Conditioned fully convolutional denoising autoencoder for multi-target NILM

    Article • Neural Computing and Applications, December 2024, Springer Science + Business Media

    Dr Manuel Dominguez

  13. An Approach to Develop Digital Twins in Industry

    Article • Sensors, February 2024, MDPI AG

    Dr Manuel Dominguez

  14. Advanced tools for electricity consumption monitoring

    Article • Renewable Energy and Power Quality Journal, January 2024, UK Zhende Publishing Limited Company

    Dr Manuel Dominguez

  15. Deep Echo State Networks for Modelling of Industrial Systems

    Article • January 2024, Springer Science + Business Media

    Dr Manuel Dominguez

  16. Machine Learning Modeling in Industrial Processes for Visual Analysis

    Article • January 2024, Springer Science + Business Media

    Dr Manuel Dominguez

  17. Adaptive Model for Industrial Systems Using Echo State Networks

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

  18. Hierarchical Prediction in Incomplete Submetering Systems Using a CNN

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

  19. Virtual Flow Meter for an Industrial Process

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

  20. Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network

    Article • January 2022, Springer Science + Business Media

    Dr Manuel Dominguez

  21. Fully-Convolutional Denoising Auto-Encoders for NILM in Large Non-Residential Buildings

    Article • IEEE Transactions on Smart Grid, May 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez

  22. Environment for Education on Industry 4.0

    Article • IEEE Access, January 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez

  23. Estimating cooling production and monitoring efficiency in chillers using a soft sensor

    Article • Neural Computing and Applications, July 2020, Springer Science + Business Media

    Dr Manuel Dominguez

  24. Feature Extraction from Building Submetering Networks Using Deep Learning

    Article • Sensors, June 2020, MDPI AG

    Dr Manuel Dominguez

  25. Evaluation of feature learning for anomaly detection in network traffic

    Article • Evolving Systems, April 2020, Springer Science + Business Media

    Dr Manuel Dominguez

  26. Educational Data Mining for Tutoring Support in Higher Education: A Web-Based Tool Case Study in Engineering Degrees

    Article • IEEE Access, January 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez

  27. Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network

    Article • January 2020, Springer Science + Business Media

    Dr Manuel Dominguez

  28. A Deep Learning Approach for Fusing Sensor Data from Screw Compressors

    Article • Sensors, June 2019, MDPI AG

    Dr Manuel Dominguez

  29. A Data-Driven Approach for Enhancing the Efficiency in Chiller Plants: A Hospital Case Study

    Article • Energies, March 2019, MDPI AG

    Dr Manuel Dominguez

  30. Comparison of Network Intrusion Detection Performance Using Feature Representation

    Article • January 2019, Springer Science + Business Media

    Dr Manuel Dominguez

  31. Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers

    Article • January 2019, Springer Science + Business Media

    Dr Manuel Dominguez

  32. Data-driven tool for monitoring of students performance

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Dr Manuel Dominguez

  33. Experimentation environment for industrial control systems cybersecurity: On-site and remote training

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Dr Manuel Dominguez

  34. Interactive visualization for NILM in large buildings using non-negative matrix factorization

    Article • Energy and Buildings, October 2018, Elsevier

    Dr Manuel Dominguez

  35. Comparative analysis of the security of configuration protocols for industrial control devices

    Article • International Journal of Critical Infrastructure Protection, December 2017, Elsevier

    Dr Manuel Dominguez

  36. Cybersecurity training in control systems using real equipment * *This work was supported by the Spanish Secretary of State for Research, Development and Innovation (Ministry of Economy and Competitivity), under grant UNLE13-3E-1578 of the National Pro...

    Article • IFAC-PapersOnLine, July 2017, Elsevier

    Dr Manuel Dominguez

  37. Using Low-Cost Open Source Hardware To Control Puma560 Motors

    Article • IFAC-PapersOnLine, July 2017, Elsevier

    Dr Manuel Dominguez

  38. Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders

    Article • January 2017, Springer Science + Business Media

    Dr Manuel Dominguez

  39. Energy analytics in public buildings using interactive histograms

    Article • Energy and Buildings, January 2017, Elsevier

    Dr Manuel Dominguez

  40. Random extreme learning machines to predict electric load in buildings

    Article • Progress in Artificial Intelligence, January 2016, Springer Science + Business Media

    Dr Manuel Dominguez

  41. Communication with resource-constrained devices through MQTT for control education

    Article • IFAC-PapersOnLine, January 2016, Elsevier

    Dr Manuel Dominguez

  42. Challenges and solutions in remote laboratories. Application to a remote laboratory of an electro-pneumatic classification cell

    Article • Computers & Education, July 2015, Elsevier

    Dr Manuel Dominguez

  43. Dimensionality reduction techniques to analyze heating systems in buildings

    Article • Information Sciences, February 2015, Elsevier

    Dr Manuel Dominguez

  44. A LOW-COST OPEN SOURCE HARDWARE IN CONTROL EDUCATION. CASE STUDY: ARDUINO-FEEDBACK MS-150

    Article • IFAC-PapersOnLine, January 2015, Elsevier

    Dr Manuel Dominguez

  45. Remote Laboratory for Cybersecurity of Industrial Control Systems

    Article • IFAC-PapersOnLine, January 2015, Elsevier

    Dr Manuel Dominguez

  46. Visual analysis of a cold rolling process using a dimensionality reduction approach

    Article • Engineering Applications of Artificial Intelligence, September 2013, Elsevier

    Dr Manuel Dominguez

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

    Article • Engineering Applications of Artificial Intelligence, September 2013, Elsevier

    Dr Manuel Dominguez

  48. Analysis of electricity bills using visual continuous maps

    Article • Neural Computing and Applications, April 2013, Springer Science + Business Media

    Dr Manuel Dominguez

  49. Power monitoring system for university buildings: Architecture and advanced analysis tools

    Article • Energy and Buildings, April 2013, Elsevier

    Dr Manuel Dominguez

  50. A Virtual Laboratory of D.C. Motors for Learning Control Theory

    Article • International Journal of Electrical Engineering Education, April 2013, SAGE Publications

    Dr Manuel Dominguez

  51. Machine learning methods to forecast temperature in buildings

    Article • Expert Systems with Applications, March 2013, Elsevier

    Dr Manuel Dominguez

  52. Development of a low-cost, portable hardware platform for teaching control and systems theory

    Article • January 2013, Elsevier

    Dr Manuel Dominguez

  53. A new device laboratory: Experimental validation

    Article • January 2013, Elsevier

    Dr Manuel Dominguez

  54. Analysis of Heating Systems in Buildings Using Self-Organizing Maps

    Article • January 2013, Springer Science + Business Media

    Dr Manuel Dominguez

  55. TIME SERIES FOR FAULT DETECTION IN AN INDUSTRIAL PILOT PLANT

    Article • International Journal of Modern Physics B, October 2012, World Scientific Pub Co Pte Lt

    Dr Manuel Dominguez

  56. MONITORING POWER CONSUMPTION USING A GENERALIZED VARIANT OF SELF-ORGANIZING MAP (SOM)

    Article • International Journal of Modern Physics B, October 2012, World Scientific Pub Co Pte Lt

    Dr Manuel Dominguez

  57. DIMENSIONALITY REDUCTION FOR DAMAGE DETECTION IN ENGINEERING STRUCTURES

    Article • International Journal of Modern Physics B, October 2012, World Scientific Pub Co Pte Lt

    Dr Manuel Dominguez

  58. Visualization maps based on SOM to analyze MIMO systems

    Article • Neural Computing and Applications, July 2012, Springer Science + Business Media

    Dr Manuel Dominguez

  59. Monitoring industrial processes with SOM-based dissimilarity maps

    Article • Expert Systems with Applications, June 2012, Elsevier

    Dr Manuel Dominguez

  60. Visual Analysis of a Cold Rolling Process Using Data-Based Modeling

    Article • January 2012, Springer Science + Business Media

    Dr Manuel Dominguez

  61. Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings

    Article • January 2012, Springer Science + Business Media

    Dr Manuel Dominguez

  62. Improving user interaction in remote laboratories through HTML5/AJAX

    Article • January 2012, Elsevier

    Dr Manuel Dominguez

  63. Remote laboratory of a quadruple tank process for learning in control engineering using different industrial controllers

    Article • Computer Applications in Engineering Education, June 2011, Wiley

    Dr Manuel Dominguez

  64. Time-Frequency Analysis of Hot Rolling Using Manifold Learning

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

  65. Remote Laboratory for Learning of AC Drive Control

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

  66. Manifold Learning for Visualization of Vibrational States of a Rotating Machine

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

  67. EnvSOM: A SOM Algorithm Conditioned on the Environment for Clustering and Visualization

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

  68. Control Maps: Visualization of Local Robustness Properties for Control System Design*

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

  69. Comparative Analysis of Power Consumption in University Buildings Using envSOM

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

  70. Analysis of electric power consumption using Self-Organizing Maps.

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

  71. Use of e-learning functionalities: Results of a survey along Spain

    Article • April 2010, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez, Professor Francisco Jurado, Prof. Francisco Falcone, Rafael Pastor Vargas

  72. Practice and research in engineering education: Activities of the CESEI Technical Committee

    Article • April 2010, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez, Professor Francisco Jurado, Prof. Francisco Falcone, Rafael Pastor Vargas

  73. Engineering education research in Spain: A review through the education awards of CESEI — IEEE

    Article • April 2010, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez, Professor Francisco Jurado, Prof. Francisco Falcone, Rafael Pastor Vargas

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

    Article • Engineering Applications of Artificial Intelligence, February 2010, Elsevier

    Dr Manuel Dominguez

  75. Visualization of Changes in Process Dynamics Using Self-Organizing Maps

    Article • January 2010, Springer Science + Business Media

    Dr Manuel Dominguez

  76. Entornos de experimentación para la Enseñanza de Conceptos Básicos de Modelado y Control

    Article • Revista Iberoamericana de Automática e Informática Industrial RIAI, January 2010, Universitat Politecnica de Valencia

    Dr Manuel Dominguez

  77. Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes

    Article • January 2010, Springer Science + Business Media

    Dr Manuel Dominguez

  78. Visualization of MIMO Process Dynamics Using Local Dynamic Modelling with Self Organizing Maps

    Article • January 2009, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • Expert Systems with Applications, May 2008, Elsevier

    Dr Manuel Dominguez

  80. Case-Based Reasoning and System Identification for Control Engineering Learning

    Article • IEEE Transactions on Education, January 2008, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez

  81. Modeling the best practices towards the adaptation to the European credit transfer system in technical degrees within the IEEE ES chapter

    Article • October 2007, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez, Prof. Francisco Falcone, Professor Francisco Jurado

  82. Internet-based remote supervision of industrial processes using self-organizing maps

    Article • Engineering Applications of Artificial Intelligence, September 2007, Elsevier

    Dr Manuel Dominguez

  83. Work in Progress: Modeling the best practices of adaptation to European credit transfer system in technical teachings as improvement to the mobility of students

    Article • January 2006, Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez, Professor Francisco Jurado, Prof. Francisco Falcone

  84. Supervision of Industrial Processes using Self Organizing Maps

    Article • IGI Global

    Dr Manuel Dominguez

  85. Active learning in control education

    Article • Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez