ENERGY MONITORING IN BUILDINGS

PROJECTS

OBTAINING DYNAMIC MODELS USING PROJECTION TECHNIQUES TO IMPROVE ENERGY EFFICIENCY IN BUILDINGS OF THE TERTIARY SECTOR (ULE2009-4).

Funding entity: Universidad de León.
Start date: 02/23/2010
Duration: 1 year.

DEVELOPMENT OF METHODOLOGIES OF VISUAL REPRESENTATION OF THE DYNAMICS ORIENTATED TO THE INTEGRAL AND DELOCALIZED SUPERVISION OF INDUSTRIAL PROCESSES (DPI2006-13477-C02-02).

Funding entity: Ministry of Science and Technology.
Duration, granted July 2006 (3 years).

TESTING OF EQUIPMENT AND THE TRAINING OF PROFESSIONALS IN NEW TECHNOLOGIES OF INDUSTRIAL AUTOMATION AND ENERGY MANAGEMENT IN BUILDINGS IMPLANTED BY SCHNEIDER ELECTRIC.

Funding entity: SCHNEIDER ELECTRIC Spain S.A.
Agreement for the testing of equipment and the training of professionals in the new technologies of Industrial Automation and Energy Management in Buildings implemented by Schneider Electric.
Schneider Electric Training Institute (ISEF).
Duration: 2011 to: present.

SUPPLY, ASSEMBLY AND START-UP OF EQUIPMENT FOR MEASUREMENT OF CONSUMPTION AND QUALITY OF ELECTRICAL ENERGY

Funding entity: COMPLEJO ASISTENCIAL UNIVERSITARIO DE LEÓN (HOSPITAL DE LEÓN)
Start date: October 1, 2016.
Duration: 1 year.

PROVISION OF THE TECHNICAL SUPPORT SERVICE FOR THE MANAGEMENT AND MAINTENANCE OF THE CONTROL SYSTEMS OF THE COOLED WATER PRODUCTION FACILITIES.

Funding Entity: University Assistance Complex of León (Hospital de León).
Provision of technical support service for management and maintenance of the control systems of the chilled water production facilities of the University Assistance Complex of León (Hospital de León).
Duration: February 16, 2015 to December 31, 2015.

PROJECT OF SUPERVISION AND CONTROL OF AIR CONDITIONING FACILITIES IN VARIOUS BUILDINGS.

Engineering project.
Project for the supervision and control of air conditioning installations in several buildings (Phase I, II and III) at the YPF gas plant in Sta. Cruz de la Sierra (Bolivia). Programming of Schneider-Electric equipment control.
Dates completion: November 24, 2014 to February 4, 2015.

PROVISION OF DATA COLLECTION, STUDY AND ANALYSIS OF ELECTRICAL CONSUMPTION PROFILES.

Agreement: University Assistance Complex of León (Hospital de León).
Provision of data collection, study and analysis of electrical consumption profiles of the University Care Complex of León (Hospital de León).
Duration: March 1, 2014 to October 31, 2014.

TECHNICAL SUPPORT SERVICE FOR MANAGEMENT AND MAINTENANCE OF CONTROL SYSTEMS OF COOLED WATER PRODUCTION FACILITIES.

Agreement: University Assistance Complex of León (Hospital de León).
Technical support service for management and maintenance of the control systems of the chilled water production facilities.
Duration: July 16, 2013 to July 15, 2014.

DESIGN AND START-UP PROJECT OF THE CLIMATE CONTROL AND SUPERVISION SYSTEM.

Engineering project
Design and implementation project of the control and supervision system of air conditioning in the offices of the Montecelo hospital (Pontevedra). Programming of Schneider-Electric equipment control
Dates completion: May 1, 2014 to June 6, 2014.

STUDY AND OPTIMIZATION OF SUPERVISORY AND CONTROL SYSTEMS TO IMPROVE ENERGY EFFICIENCY.

Agreement: University of León
Study and optimization of supervision and control systems to improve energy efficiency in the facilities of the University of León. Technical support for the telemanagement system of energy consumption in the facilities of the University of León.
From: December 1, 2010 to December 31, 2013.

MODERNIZATION OF THE CEDEA CONTROL CENTER OF THE NATIONAL INSTITUTE OF AEROSPACE TECHNOLOGY (INTA).

Research contract
Modernization of the control center of the CEDEA (Centro de Experimentación del Arenosillo) of the National Institute of Aerospace Technology (INTA).
Participating entities: National Institute of Aerospace Technology (INTA), Engineering and Aerospace Services (INSA S.A.).
Date: January 01, 2007 to July 6, 2009.

ACOUSTIC REPORT ON THE WORKS UNDER CONSTRUCTION OF THE COMPANY BOCSA S.A.

Technical report
Acoustic report on the construction works of the company BOCSA S.A.
Dates completion: April 1, 2006 to April 3, 2008.

DESIGN OF SUPERVISORY STRUCTURE ON OPTO B3000ENET EQUIPMENT TO CAPTURE 160 ANALOG VARIABLES WITH SAMPLING TIMES LESS THAN OR EQUAL TO 20MS.

Research contract
Design of Supervision Structure on Opto B3000ENET Equipment for Capture of 160 Analog Variables with Sampling Time Minor or Equal to 20ms.
Fuding entity: Optomation S.A.
Dates: From: 12/15/2004 To: 01/05/2005
Total number of months: 6.

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.

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2023

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

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.

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2022

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.

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2021

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.

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2020

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.

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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.

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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.

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2019

Serafín Alonso; Antonio Morán; Miguel A Prada; Perfecto Reguera; Juan J Fuertes; Manuel Domínguez

A Data-Driven Approach for Enhancing the Efficiency in Chiller Plants Journal Article

In: Energies, vol. 12, no. 5, pp. 827-827, 2019, ISSN: 1996-1073.

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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.

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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.

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Gonzalo Vergara; Juan J Carrasco; Jesus Martínez-Gómez; Manuel Domínguez; José A Gámez; Emilio Soria-Olivas

Global and Local Clustering-Based Regression Models to Forecast Power Consumption in Buildings Proceedings Article

In: Architecture and Design: Breakthroughs in Research and Practice , pp. 506-536, IGI Global, 2019.

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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.

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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

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.

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Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders Proceedings Article

In: Giacomo Boracchi; Lazaros Iliadis; Chrisina Jayne; Aristidis Likas (Ed.): Engineering Applications of Neural Networks, pp. 15–26, Springer International Publishing, 2017, ISBN: 978-3-319-65172-9.

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2015

Serafín Alonso; Miguel A Prada; Juan J Fuertes; Ignacio Díaz; Manuel Domínguez

Analysis of Electricity Bill Data Using Interactive Dimensionality Reduction Proceedings Article

In: Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS), pp. 3:1–3:7, ACM, Rhodes, Greece, 2015, ISBN: 978-1-4503-3580-5.

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

Dimensionality reduction techniques to analyze heating systems in buildings Journal Article

In: Information Sciences, vol. 294, pp. 553–564, 2015.

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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.

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2013

Pablo Barrientos; Carlos Del J Canto; Antonio Morán; Serafín Alonso; Miguel A Prada; Juan J Fuertes; Manuel Domínguez

Analysis of Heating Systems in Buildings Using Self-Organizing Maps Proceedings Article

In: Lazaros Iliadis; Harris Papadopoulos; Chrisina Jayne (Ed.): Engineering Applications of Neural Networks, pp. 370–379, Springer, Heidelberg, 2013, ISBN: 978-3-642-41012-3.

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Manuel Domínguez; Juan J Fuertes; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

Power monitoring system for university buildings: Architecture and advanced analysis tools Journal Article

In: Energy and Buildings, vol. 59, no. 0, pp. 152 - 160, 2013, ISSN: 0378-7788.

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Fernando Mateo; Juan J Carrasco; Abderrahim Sellami; Mónica Millán; Manuel Domínguez; Ignacio Díaz; Emilio Soria

Machine learning methods to forecast temperature in buildings Journal Article

In: Expert Systems with Applications, vol. 40, no. 4, pp. 1061–1068, 2013.

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Antonio Morán; Juan J Fuertes; Manuel Domínguez; Miguel A Prada; Serafín Alonso; Pablo Barrientos

Analysis of electricity bills using visual continuous maps Journal Article

In: Neural Computing and Applications, pp. 1-11, 2013, ISSN: 0941-0643.

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Antonio Morán; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Ignacio Díaz; Manuel Domínguez

Analysis of electricity consumption profiles in public buildings with dimensionality reduction techniques Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 26, no. 8, pp. 1872 - 1880, 2013, ISSN: 0952-1976.

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2012

Antonio Morán

Análisis y predicción de perfiles de consumo energético en edificios públicos mediante técnicas de minería de datos PhD Thesis

Universidad de Oviedo, 2012.

BibTeX

Serafín Alonso

Supervision de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual PhD Thesis

Universidad de Oviedo, 2012.

BibTeX

Serafín Alonso; Alberto B Díez; Manuel Domínguez

Supervisión de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual Proceedings Article

In: X Simposio de Ingeniería de Control, Barcelona, 2012.

BibTeX

Serafín Alonso; Antonio Morán; Miguel A Prada; Pablo Barrientos; Manuel Domínguez

Monitoring Power Consumption using a Generalized Variant of Self-Organizing Map (SOM) Journal Article

In: International Journal of Modern Physics B, vol. 26, no. 25, 2012.

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Manuel Domínguez; Juan J Fuertes; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

Advanced tools for electricity consumption monitoring Proceedings Article

In: Environment European Association for the Development of Renewable Energies; Power Quality (EA4EPQ) (Ed.): International Conference on Renewable Energies and Power Quality (ICREPQ12), Santiago de Compostela, 2012.

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Antonio Morán; Juan J Fuertes; Abel A Cuadrado; Miguel A Prada; Serafín Alonso; Manuel Domínguez

Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión. Proceedings Article

In: Proceedings of the VIII Simposio CEA de Control Inteligente, Baiona, España, 2012.

BibTeX

Antonio Morán; Juan J Fuertes; Manuel Domínguez; Miguel A Prada; Serafín Alonso; Pablo Barrientos

Visual continuous map for electrical bill comparisons Proceedings Article

In: Proceedings of the 10th Portuguese Conference on Automatic Control, Funchal, Portugal, 2012.

BibTeX

Antonio Morán; Juan J Fuertes; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Manuel Domínguez; Ignacio Díaz

Analysis of electricity consumption profiles by means of dimensionality reduction techniques Book Section

In: Chrisina Jayne; Shigang Yue; Lazaros Iliadis (Ed.): Engineering Applications of Neural Networks, vol. 311, Springer Berlin / Heidelberg, 2012.

BibTeX

Antonio Morán; Miguel A Prada; Serafín Alonso; Pablo Barrientos; Juan J Fuertes; Manuel Domínguez; Ignacio Díaz

Two-stage approach for electricity consumption forecasting in public buildings Book Section

In: Jaakko Hollmén; Frank Klawonn; Allan Tucker (Ed.): Advances in Intelligent Data Analysis XI, vol. 7619, pp. 219-229, Springer Berlin / Heidelberg, 2012.

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2011

Juan J Fuertes; Manuel Domínguez; Serafín Alonso; Miguel A Prada; Antonio Morán; Pablo Barrientos

Sistema de supervisión de energía eléctrica en la Universidad de León. Proceedings Article

In: XXXII Jornadas de Automática, Sevilla, 2011.

BibTeX

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

Manuel Domínguez; Juan J Fuertes; Ignacio Díaz; Abel A Cuadrado; Serafín Alonso; Antonio Morán

Analysis of Electric Power Consumption Using Self-Organizing Maps Proceedings Article

In: Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011), Milán, Italia, 2011.

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Serafín Alonso; Manuel Domínguez; Miguel A Prada; Mika Sulkava; Jaakko Hollmén

Comparative analysis of power consumption in university buildings using envSOM. Book Section

In: Advances in Intelligent Data Analysis, IDA 2011, vol. 7014, pp. 10-21, Spri, Porto, 2011.

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Serafín Alonso; Antonio Morán; Miguel A Prada; Pablo Barrientos; Manuel Domínguez

A variant of self-organizing map (SOM) for monitoring power consumption. Proceedings Article

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

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