Daniel Pérez López

RESEARCHER

PROFESOR TITULAR DE UNIVERSIDAD




PUBLICATIONS

2024

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Gap imputation in related multivariate time series through recurrent neural network-based denoising autoencoder Journal Article

In: Integrated Computer-Aided Engineering, vol. 31, iss. 2, pp. 157-172, 2024, ISBN: 1875-8835.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2023

José Ramón Rodríguez-Ossorio; Antonio Morán; Serafín Alonso; Daniel Pérez; Ignacio Díaz; Manuel Domínguez

Echo State Networks for anomaly detection in industrial systems Journal Article

In: IFAC-PapersOnLine, vol. 56, no. 2, pp. 1472–1477, 2023, ISSN: 2405-8963.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING

Diego García; Daniel Pérez; Panagiotis Papapetrou; Ignacio Díaz; Abel A Cuadrado; José María Enguita; Ana González; Manuel Domínguez

Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation Proceedings Article

In: IFIP International Conference on Artificial Intelligence Applications and Innovations, pp. 421–433, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Hierarchical Prediction in Incomplete Submetering Systems Using a CNN Proceedings Article

In: Engineering Applications of Neural Networks, pp. 239–250, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-34204-2.

Abstract | Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2022

Manuel Domínguez; Daniel Pérez; Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes

Remote training in cybersecurity for industrial control systems Proceedings Article

In: IFAC-PapersOnLine, pp. 320-325, Elsevier B.V., 2022, ISSN: 2405-8963.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Martín Balboa; Serafín Alonso; Juan J Fuertes; Antonio Morán; Miguel A Prada; Daniel Pérez; Manuel Domínguez

Armario para la formación en automatización y control de subestaciones eléctricas de tracción Proceedings Article

In: XLIII Jornadas de Automática, pp. 255–261, Universidade da Coruña. Servizo de Publicacións 2022.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL

Ana González; Ignacio Díaz; Abel A Cuadrado; Diego García; Daniel Pérez

Two-step residual-error based approach for anomaly detection in engineering systems using variational autoencoders Journal Article

In: Computers and Electrical Engineering, vol. 101, pp. 108065, 2022, ISSN: 0045-7906.

Abstract | Links | BibTeX | Tags: MACHINE LEARNING

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán; Daniel Pérez

Design of Platforms for Experimentation in Industrial Cybersecurity Journal Article

In: Applied Sciences (Switzerland), vol. 12, no. 13, 2022, ISSN: 2076-3417.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network Proceedings Article

In: Communications in Computer and Information Science, pp. 247-259, Springer Science and Business Media Deutschland GmbH, 2022, ISSN: 1865-0937.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Antonio Morán; Daniel Pérez; José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Guzmán González-Mateos

Demostradores para la formación en digitalización de la industria Book Chapter

In: vol. 21, pp. 65-116, Universidad de León, 2022.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, INDUSTRIA 4.0, LABORATORIOS VIRTUALES Y REMOTOS

2021

Juan J Fuertes; Miguel A Prada; José Ramón Rodríguez-Ossorio; Raúl González-Herbón; Daniel Pérez; Manuel Domínguez

Environment for education on Industry 4.0 Journal Article

In: IEEE Access, pp. 144395-144405, 2021, ISSN: 2169-3536.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, INDUSTRIA 4.0, LABORATORIOS VIRTUALES Y REMOTOS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Virtual Sensor for Probabilistic Estimation of the Evaporation in Cooling Towers Journal Article

In: Integrated Computer-Aided Engineering, vol. 28, no. 4, pp. 369-381, 2021.

Links | BibTeX | Tags: INDUSTRIA 4.0, MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Diego García; Daniel Pérez; Ignacio Díaz; Ana González; Manuel Domínguez; Abel A Cuadrado

Fully-Convolutional Denoising Auto-Encoders for NILM in Large Non-Residential Buildings Journal Article

In: IEEE Transactions on Smart Grid, vol. 12, no. 3, pp. 2722 – 2731, 2021, (Cited by: 38).

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2020

Daniel Pérez; Serafín Alonso; Antonio Morán; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Evaluation of feature learning for anomaly detection in network traffic Journal Article

In: Evolving Systems, 2020.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, MACHINE LEARNING

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Ignacio Díaz; Manuel Domínguez

Estimating cooling production and monitoring efficiency in chillers using a soft sensor Journal Article

In: Neural Computing and Applications, vol. 32, no. 23, pp. 17291–17308, 2020.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Antonio Morán; Serafín Alonso; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Feature Extraction from Building Submetering Networks Using Deep Learning Journal Article

In: Sensors, vol. 20, no. 13, pp. 3665, 2020.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Serafín Alonso; Antonio Morán; Daniel Pérez; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network Proceedings Article

In: International Conference on Engineering Applications of Neural Networks, pp. 155–166, Springer, Cham 2020.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2019

Manuel Domínguez; Daniel Pérez; Miguel A Prada; Serafín Alonso; Antonio Morán; Juan J Fuertes

Introducción a la Ciberseguridad Industrial Book Chapter

In: Emilio Soria-Olivas (Ed.): Ciberseguridad: el reto del siglo XXI, pp. 43-65, Fundació Parc Cientific Universitat de València, 2019, ISSN: 0000-0000.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS

Serafín Alonso; Daniel Pérez; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

A deep learning approach for fusing sensor data from screw compressors Journal Article

In: Sensors, vol. 19, no. 13, 2019, ISSN: 1424-8220.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Manuel Domínguez; Antonio Morán; Serafín Alonso; Miguel A Prada; Daniel Pérez; Juan J Fuertes

Experimentation environment for industrial control systems cybersecurity: On-site and remote training Journal Article

In: IFAC-PapersOnLine, vol. 52, no. 9, pp. 278-284, 2019.

Links | BibTeX | Tags: AUTOMATIZACIÓN CONTROL Y SUPERVISIÓN INDUSTRIAL, CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, INDUSTRIA 4.0

Daniel Pérez; Serafín Alonso; Antonio Morán; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Comparison of Network Intrusion Detection Performance Using Feature Representation Proceedings Article

In: Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks, pp. 463-475, EANN2019 Springer, 2019, ISBN: 978-3-030-20257-6.

Links | BibTeX | Tags: CIBERSEGURIDAD EN INFRAESTRUCTURAS CRÍTICAS, MACHINE LEARNING

Serafín Alonso; Antonio Morán; Daniel Pérez; Perfecto Reguera; Ignacio Díaz; Manuel Domínguez

Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers Proceedings Article

In: Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks, pp. 307-319, EANN2019 Springer, 2019, ISBN: 978-3-030-20257-6.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2018

Diego García; Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Manuel Domínguez; Antonio Morán

Interactive visualization for NILM in large buildings using non-negative matrix factorization Journal Article

In: Energy and Buildings, vol. 176, pp. 95 - 108, 2018, ISSN: 0378-7788.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Diego García; Manuel Domínguez

Interactive dimensionality reduction of large datasets using interpolation Proceedings Article

In: Proceedings of the ESANN 2018 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 117-122, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning 2018.

BibTeX | Tags: MACHINE LEARNING

2017

Diego García; Ignacio Díaz; Daniel Pérez; Abel A Cuadrado; Manuel Domínguez

Latent variable analysis in hospital electric power demand using non-negative matrix factorization Proceedings Article

In: Proceedings of ESANN 2017, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 507-512, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning 2017.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Ignacio Díaz; Abel A Cuadrado; Daniel Pérez; Manuel Domínguez; Serafín Alonso; Miguel A Prada

Energy analytics in public buildings using interactive histograms Journal Article

In: Energy and Buildings, vol. 134, pp. 94–104, 2017, ISSN: 0378-7788.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2015

Daniel Pérez

Supervisión y análisis de procesos con dinámica mediante principios y técnicas de visualización PhD Thesis

Universidad de Oviedo, 2015.

BibTeX | Tags: MACHINE LEARNING

2014

Daniel Pérez; Ignacio Díaz; Abel A Cuadrado; Francisco J García; Alberto B Díez; Manuel Domínguez

Power-Consumption Analysis through Web-Based Visual Data Exploration Proceedings Article

In: World Congress, pp. 11257–11262, 2014.

Links | BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

2013

Daniel Pérez; Francisco J García; Ignacio Díaz; Abel A Cuadrado; Daniel G Ordóñez; Alberto B Díez; Manuel Domínguez

Visual analysis of a cold rolling process using a dimensionality reduction approach Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 26, no. 8, pp. 1865–1871, 2013.

Links | BibTeX | Tags: MACHINE LEARNING

2011

Francisco J García; Ignacio Díaz; Ignacio Álvarez; Daniel Pérez; Daniel G González; Manuel Domínguez

Spectrogram Analysis using Manifold Learning. Proceedings Article

In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.

BibTeX | Tags: MACHINE LEARNING

Daniel Pérez; Ignacio Díaz; Francisco J García; Pablo Barrientos

Visualization of Power Systems Consumptions by Manifold Learning. Proceedings Article

In: Physcon 2011, 5th International Scientific Conference on Physics and Control, 2011.

BibTeX | Tags: MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS

Francisco J García; Ignacio Díaz; Ignacio Álvarez; Daniel Pérez; Daniel G Ordóñez; Manuel Domínguez

Time-frequency analysis of hot rolling using manifold learning Proceedings Article

In: Engineering Applications of Neural Networks, pp. 150–155, Springer, 2011.

BibTeX | Tags: MACHINE LEARNING