All Stories

  1. 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

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

    Article • January 2026, Elsevier

    Dr Manuel Dominguez

  3. Embedded deep reservoir computing for modelling complex industrial systems

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

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

  5. 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

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

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

    Dr Manuel Dominguez

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

    Article • January 2025, Springer Science + Business Media

    Dr Manuel Dominguez

  8. ESN with Delayed Inputs to Model Industrial Processes

    Article • January 2025, Springer Science + Business Media

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

  10. An Approach to Develop Digital Twins in Industry

    Article • Sensors, February 2024, MDPI AG

    Dr Manuel Dominguez

  11. Advanced tools for electricity consumption monitoring

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

    Dr Manuel Dominguez

  12. Deep Echo State Networks for Modelling of Industrial Systems

    Article • January 2024, Springer Science + Business Media

    Dr Manuel Dominguez

  13. Machine Learning Modeling in Industrial Processes for Visual Analysis

    Article • January 2024, Springer Science + Business Media

    Dr Manuel Dominguez

  14. Adaptive Model for Industrial Systems Using Echo State Networks

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

  15. Hierarchical Prediction in Incomplete Submetering Systems Using a CNN

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

  16. Virtual Flow Meter for an Industrial Process

    Article • January 2023, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2022, Springer Science + Business Media

    Dr Manuel Dominguez

  18. 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

  19. Environment for Education on Industry 4.0

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

    Dr Manuel Dominguez

  20. 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

  21. Feature Extraction from Building Submetering Networks Using Deep Learning

    Article • Sensors, June 2020, MDPI AG

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

  23. 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

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

    Article • January 2020, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • Sensors, June 2019, MDPI AG

    Dr Manuel Dominguez

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

    Article • Energies, March 2019, MDPI AG

    Dr Manuel Dominguez

  27. Comparison of Network Intrusion Detection Performance Using Feature Representation

    Article • January 2019, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2019, Springer Science + Business Media

    Dr Manuel Dominguez

  29. Data-driven tool for monitoring of students performance

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Dr Manuel Dominguez

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

    Article • IFAC-PapersOnLine, January 2019, Elsevier

    Dr Manuel Dominguez

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

    Article • Energy and Buildings, October 2018, Elsevier

    Dr Manuel Dominguez

  32. 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

  33. 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

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

    Article • IFAC-PapersOnLine, July 2017, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2017, Springer Science + Business Media

    Dr Manuel Dominguez

  36. Energy analytics in public buildings using interactive histograms

    Article • Energy and Buildings, January 2017, Elsevier

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

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

    Article • IFAC-PapersOnLine, January 2016, Elsevier

    Dr Manuel Dominguez

  39. 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

  40. Dimensionality reduction techniques to analyze heating systems in buildings

    Article • Information Sciences, February 2015, Elsevier

    Dr Manuel Dominguez

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

    Article • IFAC-PapersOnLine, January 2015, Elsevier

    Dr Manuel Dominguez

  42. Remote Laboratory for Cybersecurity of Industrial Control Systems

    Article • IFAC-PapersOnLine, January 2015, Elsevier

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

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

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

    Dr Manuel Dominguez

  45. Analysis of electricity bills using visual continuous maps

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

    Dr Manuel Dominguez

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

    Article • Energy and Buildings, April 2013, Elsevier

    Dr Manuel Dominguez

  47. 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

  48. Machine learning methods to forecast temperature in buildings

    Article • Expert Systems with Applications, March 2013, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2013, Elsevier

    Dr Manuel Dominguez

  50. A new device laboratory: Experimental validation

    Article • January 2013, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2013, Springer Science + Business Media

    Dr Manuel Dominguez

  52. 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

  53. 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

  54. 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

  55. Visualization maps based on SOM to analyze MIMO systems

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

    Dr Manuel Dominguez

  56. Monitoring industrial processes with SOM-based dissimilarity maps

    Article • Expert Systems with Applications, June 2012, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2012, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2012, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2012, Elsevier

    Dr Manuel Dominguez

  60. 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

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

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

  62. Remote Laboratory for Learning of AC Drive Control

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

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

    Article • January 2011, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2011, Elsevier

    Dr Manuel Dominguez

  68. 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

  69. 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

  70. 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

  71. 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

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

    Article • January 2010, Springer Science + Business Media

    Dr Manuel Dominguez

  73. 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

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

    Article • January 2010, Springer Science + Business Media

    Dr Manuel Dominguez

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

    Article • January 2009, Springer Science + Business Media

    Dr Manuel Dominguez

  76. 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

  77. 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

  78. 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

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

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

    Dr Manuel Dominguez

  80. 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

  81. Supervision of Industrial Processes using Self Organizing Maps

    Article • IGI Global

    Dr Manuel Dominguez

  82. Active learning in control education

    Article • Institute of Electrical & Electronics Engineers (IEEE)

    Dr Manuel Dominguez