PUBLICATIONS

@inproceedings{10.1007/978-3-031-34204-2_21,

title = {Hierarchical Prediction in Incomplete Submetering Systems Using a CNN},

author = {Serafín Alonso and Antonio Morán and Daniel Pérez and Miguel A Prada and Juan J Fuertes and Manuel Domínguez},

doi = {10.1007/978-3-031-34204-2_21},

isbn = {978-3-031-34204-2},

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {Engineering Applications of Neural Networks},

pages = {239--250},

publisher = {Springer Nature Switzerland},

address = {Cham},

abstract = {Energy market liberalization brings new opportunities, since large consumers have direct access to energy trading to buy energy for the next day. However, that requires a good estimation of the expected amount of energy and its hourly distribution in advance. On the other hand, smart energy meters are being installed in many facilities with the aim of achieving holistic submetering systems. These systems consist of a set of meters structured in several levels, so that there are hierarchical relations among upstream and downstream meters. This information could be exploited for achieving accurate one-day-ahead energy predictions. However, submetering systems might be incomplete due to unavailable meters or lost energy. In this paper, we propose a hierarchical prediction method for incomplete submetering systems that is based on 2D convolutional neural network (2D CNN) and is able to perform day ahead prediction of power consumption. This method exploits the hierarchical relations among meters and considers periodicity in order to forecast the power consumption for the next day. The proposed hierarchical method has proved to be more accurate and fast to forecast power consumption in incomplete submetering systems than using an individual predictions.},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Garcia2023conditioned,

title = {Conditioned Fully Convolutional Denoising Autoencoder for Energy Disaggregation},

author = {Diego García and Daniel Pérez and Panagiotis Papapetrou and Ignacio Díaz and Abel A Cuadrado and José María Enguita and Ana González and Manuel Domínguez},

doi = {10.1007/978-3-031-34171-7_34},

isbn = {978-3-031-34204-2},

year  = {2023},

date = {2023-06-07},

urldate = {2023-06-07},

booktitle = {IFIP International Conference on Artificial Intelligence Applications and Innovations},

pages = {421–433},

publisher = {Springer Nature Switzerland},

address = {Cham},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso2022Reconstructing,

title = {Reconstructing Electricity Profiles in Submetering Systems Using a GRU-AE Network},

author = {Serafín Alonso and Antonio Morán and Daniel Pérez and Miguel A Prada and Juan J Fuertes and Manuel Domínguez},

doi = {10.1007/978-3-031-08223-8_21},

issn = {1865-0937},

year  = {2022},

date = {2022-06-10},

urldate = {2022-01-01},

booktitle = {Communications in Computer and Information Science},

volume = {1600 CCIS},

pages = {247-259},

publisher = {Springer Science and Business Media Deutschland GmbH},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso2020probabilistic,

title = {Probabilistic Estimation of Evaporated Water in Cooling Towers Using a Generative Adversarial Network},

author = { Serafín Alonso and Antonio Morán and Daniel Pérez and Miguel A Prada and Juan J Fuertes and Manuel Domínguez},

doi = {10.1007/978-3-030-48791-1_11},

year  = {2020},

date = {2020-01-01},

booktitle = {International Conference on Engineering Applications of Neural Networks},

pages = {155--166},

organization = {Springer, Cham},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Alonso2019,

title = {Virtual Sensor Based on a Deep Learning Approach for Estimating Efficiency in Chillers},

author = {Serafín Alonso and Antonio Morán and Daniel Pérez and Perfecto Reguera and Ignacio Díaz and Manuel Domínguez},

doi = {10.1007/978-3-030-20257-6_26},

isbn = {978-3-030-20257-6},

year  = {2019},

date = {2019-05-15},

booktitle = {Communications in Computer and Information Science, International Conference on Engineering Applications of Neural Networks},

pages = {307-319},

publisher = {Springer},

organization = {EANN2019},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Vergara2019,

title = {Global and Local Clustering-Based Regression Models to Forecast Power Consumption in Buildings},

author = {Gonzalo Vergara and Juan J Carrasco and Jesus Martínez-Gómez and Manuel Domínguez and José A Gámez and Emilio Soria-Olivas },

doi = {10.1018/978-1-5225-7314-2.ch018},

year  = {2019},

date = {2019-02-21},

booktitle = {Architecture and Design: Breakthroughs in Research and Practice },

pages = {506-536},

publisher = {IGI Global},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{García2017,

title = {Latent variable analysis in hospital electric power demand using non-negative matrix factorization },

author = {Diego García and Ignacio Díaz and Daniel Pérez and Abel A Cuadrado and Manuel Domínguez },

year  = {2017},

date = {2017-08-12},

booktitle = {Proceedings of ESANN 2017, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

pages = {507-512},

edition = {25th},

organization = {European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran2017,

title = {Analysis of Parallel Process in HVAC Systems Using Deep Autoencoders},

author = {Antonio Morán and Serafín Alonso and Miguel A Prada and Juan J Fuertes and Ignacio Díaz and Manuel Domínguez},

editor = {Giacomo Boracchi and Lazaros Iliadis and Chrisina Jayne and Aristidis Likas},

doi = {10.1007/978-3-319-65172-9_2},

isbn = {978-3-319-65172-9},

year  = {2017},

date = {2017-01-01},

booktitle = {Engineering Applications of Neural Networks},

pages = {15--26},

publisher = {Springer International Publishing},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Alonso15,

title = {Analysis of Electricity Bill Data Using Interactive Dimensionality Reduction},

author = {Serafín Alonso and Miguel A Prada and Juan J Fuertes and Ignacio Díaz and Manuel Domínguez},

url = {http://doi.acm.org/10.1145/2797143.2797163},

doi = {10.1145/2797143.2797163},

isbn = {978-1-4503-3580-5},

year  = {2015},

date = {2015-01-01},

booktitle = {Proceedings of the 16th International Conference on Engineering Applications of Neural Networks (INNS)},

pages = {3:1--3:7},

publisher = {ACM},

address = {Rhodes, Greece},

series = {EANN '15},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{perez2014power,

title = {Power-Consumption Analysis through Web-Based Visual Data Exploration},

author = {Daniel Pérez and Ignacio Díaz and Abel A Cuadrado and Francisco J García and Alberto B Díez and Manuel Domínguez},

doi = {10.3182/20140824-6-ZA-1003.01267},

year  = {2014},

date = {2014-01-01},

urldate = {2014-01-01},

booktitle = {IFAC World Congress},

volume = {19},

number = {1},

pages = {11257--11262},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{barrientos13,

title = {Analysis of Heating Systems in Buildings Using Self-Organizing Maps},

author = {Pablo Barrientos and Carlos Del J Canto and Antonio Morán and Serafín Alonso and Miguel A Prada and Juan J Fuertes and Manuel Domínguez},

editor = {Lazaros Iliadis and Harris Papadopoulos and Chrisina Jayne},

doi = {10.1007/978-3-642-41013-0_38},

isbn = {978-3-642-41012-3},

year  = {2013},

date = {2013-01-01},

booktitle = {Engineering Applications of Neural Networks},

volume = {383},

pages = {370--379},

publisher = {Springer},

address = {Heidelberg},

series = {Communications in Computer and Information Science},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso12,

title = {Supervisión de la energía eléctrica en edificios públicos de uso docente basada en técnicas de minería de datos visual},

author = {Serafín Alonso and Alberto B Díez and Manuel Domínguez},

year  = {2012},

date = {2012-01-01},

booktitle = {X Simposio de Ingeniería de Control},

address = {Barcelona},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez12b,

title = {Advanced tools for electricity consumption monitoring},

author = {Manuel Domínguez and Juan J Fuertes and Serafín Alonso and Miguel A Prada and Antonio Morán and Pablo Barrientos},

editor = {Environment European Association for the Development of Renewable Energies and Power Quality (EA4EPQ)},

url = {http://www.icrepq.com/icrepq'12/339-dominguez.pdf},

year  = {2012},

date = {2012-01-01},

booktitle = {International Conference on Renewable Energies and Power Quality (ICREPQ12)},

address = {Santiago de Compostela},

keywords = {SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran12b,

title = {Análisis de perfiles de consumo energético en edificios de uso docente utilizando técnicas de reducción de la dimensión.},

author = {Antonio Morán and Juan J Fuertes and Abel A Cuadrado and Miguel A Prada and Serafín Alonso and Manuel Domínguez},

year  = {2012},

date = {2012-01-01},

booktitle = {Proceedings of the VIII Simposio CEA de Control Inteligente},

address = {Baiona, España},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{moran12c,

title = {Visual continuous map for electrical bill comparisons},

author = {Antonio Morán and Juan J Fuertes and Manuel Domínguez and Miguel A Prada and Serafín Alonso and Pablo Barrientos},

year  = {2012},

date = {2012-01-01},

booktitle = {Proceedings of the 10th Portuguese Conference on Automatic Control},

address = {Funchal, Portugal},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{fuertes11c,

title = {Sistema de supervisión de energía eléctrica en la Universidad de León.},

author = {Juan J Fuertes and Manuel Domínguez and Serafín Alonso and Miguel A Prada and Antonio Morán and Pablo Barrientos},

year  = {2011},

date = {2011-09-01},

booktitle = {XXXII Jornadas de Automática},

address = {Sevilla},

keywords = {SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{perez11,

title = {Visualization of Power Systems Consumptions by Manifold Learning.},

author = {Daniel Pérez and Ignacio Díaz and Francisco J García and Pablo Barrientos},

year  = {2011},

date = {2011-09-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{dominguez11c,

title = {Analysis of Electric Power Consumption Using Self-Organizing Maps},

author = {Manuel Domínguez and Juan J Fuertes and Ignacio Díaz and Abel A Cuadrado and Serafín Alonso and Antonio Morán},

doi = {10.3182/20110828-6-IT-1002.02092},

year  = {2011},

date = {2011-08-01},

booktitle = {Proceedings of the 8th World Congress of the International Federation of Automatic Control (IFAC 2011)},

address = {Milán, Italia},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{alonso11b,

title = {A variant of self-organizing map (SOM) for monitoring power consumption.},

author = {Serafín Alonso and Antonio Morán and Miguel A Prada and Pablo Barrientos and Manuel Domínguez},

year  = {2011},

date = {2011-01-01},

booktitle = {Physcon 2011, 5th International Scientific Conference on Physics and Control},

keywords = {MACHINE LEARNING, SUPERVISIÓN ENERGÉTICA EN EDIFICIOS},

pubstate = {published},

tppubtype = {inproceedings}

}