Luis Gonzaga Baca Ruiz

Research Projects

  • (B-TIC-42-UGR20) Predicción y Gestión Inteligente de Series Temporales de Big Data para Mejorar la Eficiencia Energética en Edificios Públicos
    • Date: 14/03/2022 - 30/06/2023
    • Researchers: L.G.B. Ruiz
  • (PID2020-112495RB-C21) Diseño y Optimización de Modelos Big Data con Restricciones de Tiempo para la Gestión Sostenible del Consumo de Energía (Design and Optimization of Big Data Models with Time Restrictions for Sustainable Energy Consumption Management)
    • Date: 01/09/2021 - 31/08/2024
    • Participants: L.G.B. Ruiz
  • (B-TIC-42-UGR20) Predicción y Gestión Inteligente de Series Temporales de Big Data para Mejorar la Eficiencia Energética en Edificios Públicos
    • Date: 01/07/2021 - 13/03/2022
    • Participants: L.G.B. Ruiz
  • (TIN2015-64776-C3-1-R) Analisis Inteligente de Datos para Gestion de la Eficiencia Energetica en Instalaciones Distribuidas
    • Date: 01/01/2016 - 31/12/2018
    • Researchers: Rueda, Ramón / Fernandez-Basso , Carlos / L.G.B. Ruiz
  • (TIN2012-30939) Modelado y Control de Entornos Monitorizados Multiusuario Empleando Información Heterogénea. Aplicación a la Mejora de Eficiencia Energética
    • Date: 15/11/2015 - 31/12/2015
    • Researchers: L.G.B. Ruiz
  • (TIN2012-30939) Modelado y Control de Entornos Monitorizados Multiusuario Empleando Información Heterogénea. Aplicación a la Mejora de Eficiencia Energética
    • Date: 01/01/2013 - 31/12/2015
    • Principal Investigator: Delgado-Calvo-Flores, Miguel
    • Researchers: Gómez-Romero, Juan / Martínez-Aires, María Dolores / Molina-Solana, Miguel / Ros-Izquierdo, María / Martín-Bautista, María José / Ruiz-Jiménez, María Dolores
    • Participants: L.G.B. Ruiz

Articles

  • Application of Classical and Advanced Machine Learning Models to Predict Personality on Social Media (2023)
    • DOI: 10.1016/j.eswa.2022.119498
    • Expert Systems with Applications vol. 216 (pags 119498 - )
    • Sánchez-Fernández, P. / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • Munsell Soil Colour Classification Using Smartphones Through a Neuro-Based Multiclass Solution (2023)
    • DOI: 10.3390/agriengineering5010023
    • Agriengineering vol. 5 num. 1 (pags 355 - 368)
    • Pegalajar-Jimenez, Maria del Carmen / L.G.B. Ruiz / Criado-Ramón, David
  • Advances in Energy Efficiency Through Neural-Network-Based Models (2023)
    • DOI: 10.3390/en16052258
    • Energies vol. 16 num. 5 (pags 2258 - )
    • L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • An Intelligent Approach Using Machine Learning Techniques to Predict Flow in People (2023)
    • DOI: 10.3390/bdcc7020067
    • Big Data and Congnitive Computing vol. 7 num. 2 (pags 67 - )
    • Pegalajar-Jimenez, Maria del Carmen / L.G.B. Ruiz / Pérez-Moreiras, Elena / Boada-Grau, Joan / Serrano-Fernández, María José
  • A Parsimonious Methodological Framework for Short-Term Forecasting of Groundwater Levels (2023)
    • DOI: 10.1016/j.scitotenv.2023.163328
    • Science of the Total Environment vol. 881 (pags 163328 - )
    • Collados, Antonio / Pulido, David / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen / Pardo, Elena / Baena, Leticia
  • Artificial Intelligence-Based Prediction of Spanish Energy Pricing and Its Impact on Electric Consumption (2023)
    • DOI: 10.3390/make5020026
    • Machine Learning and Knowledge Extraction vol. 5 (pags 431 - 448)
    • Hernández-Rodríguez, Marcos / L.G.B. Ruiz / Criado-Ramón, David / Pegalajar-Jimenez, Maria del Carmen
  • An Improved Pattern Sequence-Based Energy Load Forecast Algorithm Based on Self-Organizing Maps and Artificial Neural Networks (2023)
    • DOI: 10.3390/bdcc7020092
    • Big Data and Congnitive Computing vol. 7 num. 2 (pags 92 - )
    • Criado-Ramón, David / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • Cuda-Bigpsf: An Optimized Version of Bigpsf Accelerated with Graphics Processing Unit (2023)
    • DOI: 10.1016/j.eswa.2023.120661
    • Expert Systems with Applications
    • Criado-Ramón, David / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • Data Learning: Integrating Data Assimilation and Machine Learning (2022)
    • DOI: 10.1016/j.jocs.2021.101525
    • Journal of Computational Science vol. 58 (pags 101525 - )
    • Buizza, C / Casas, C.Q. / Nadler, P. / Mack, J. / Marrone, S. / Titus, Z / Cornec, C / Heylen, e / Dur, T / L.G.B. Ruiz / Heaney, C / Amador, J / Kumar, Kss / Arcucci, R
  • A Similarity Measure for Straight Line Programs and Its Application to Control Diversity in Genetic Programming (2022)
    • DOI: 10.1016/j.eswa.2021.116415
    • Expert Systems with Applications vol. 194 (pags 116415 - )
    • Rueda, Ramón / L.G.B. Ruiz / Pegalajar-Cuéllar, Manuel / Pegalajar-Jimenez, Maria del Carmen
  • Time Series Forecasting for Energy Consumption (2022)
    • DOI: 10.3390/en15030773
    • Energies vol. 15 (pags 773 - )
    • Pegalajar-Jimenez, Maria del Carmen / L.G.B. Ruiz
  • Electric Demand Forecasting with Neural Networks and Symbolic Time Series Representations (2022)
    • DOI: 10.1016/j.asoc.2022.108871
    • Applied Soft Computing vol. 122 (pags 108871 - )
    • Criado-Ramón, David / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • Photovoltaic Energy Production Forecasting Through Machine Learning Methods: a Scottish Solar Farm Case Study (2022)
    • DOI: 10.3390/en15228732
    • Energies vol. 15 num. 22 (pags 8732 - )
    • Cabezón, L / L.G.B. Ruiz / Criado-Ramón, David / J. Gago, E. / Pegalajar-Jimenez, Maria del Carmen
  • A Three-Valued Logic Approach for Edge Detection Using Cellular Automata (2021)
    • DOI: WOS:000631881000004
    • Journal of Cellular Automata vol. 15 (pags 407 - 438)
    • Pegalajar-Cuéllar, Manuel / Rueda, Ramón / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen
  • Analysis and Enhanced Prediction of the Spanish Electricity Network Through Big Data and Machine Learning Techniques (2021)
    • DOI: 10.1016/j.ijar.2021.03.002
    • International Journal of Approximate Reasoning vol. 133 (pags 48 - 59)
    • Pegalajar-Jimenez, Maria del Carmen / L.G.B. Ruiz / Pegalajar-Cuéllar, Manuel / Rueda, Ramón
  • A Tensorflow Approach to Data Analysis for Time Series Forecasting in the Energy-Efficiency Realm (2021)
    • DOI: 10.3390/en14134038
    • Energies vol. 14 num. 13 (pags 4038 - )
    • Sánchez Iruela, José Rubén / L.G.B. Ruiz / Capel-Tuñon, Manuel Isidoro / Pegalajar-Jimenez, Maria del Carmen
  • A Parallel Solution with Gpu Technology to Predict Energy Consumption in Spatially Distributed Buildings Using Evolutionary Optimization and Artificial Neural Networks (2020)
    • DOI: 10.1016/j.jobe.2020.101315
    • Journal of Building Engineering vol. 207 (pags 112535 - )
    • Sánchez-Iruela, Rubén José / L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen / Capel-Tuñon, Manuel Isidoro
  • A Case Study on Understanding Energy Consumption Through Prediction and Visualisation (Vimoen) (2020)
    • DOI: 10.1016/j.jobe.2020.101315
    • Journal of Building Engineering vol. 30
    • L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen / Molina-Solana, Miguel / Guo, Yike
  • An Ant Colony Optimization Approach for Symbolic Regression Using Straight Line Programs. Application to Energy Consumption Modelling (2020)
    • DOI: 10.1016/j.ijar.2020.03.005
    • International Journal of Approximate Reasoning vol. 121 (pags 23 - 38)
    • Rueda, Ramón / L.G.B. Ruiz / Pegalajar-Cuéllar, Manuel / Pegalajar-Jimenez, Maria del Carmen
  • A Time-Series Clustering Methodology for Knowledge Extraction in Energy Consumption Data (2020)
    • DOI: 10.1016/j.eswa.2020.113731
    • Expert Systems with Applications vol. 160 (pags 113731 - )
    • L.G.B. Ruiz / Pegalajar-Jimenez, Maria del Carmen / Arcucci, Rossella / Molina-Solana, Miguel
  • Parallel Memetic Algorithm for Training Recurrent Neural Networks for the Energy Efficiency Problem (2019)
    • DOI: 10.1016/j.asoc.2018.12.028
    • Applied Soft Computing vol. 76 (pags 356 - 368)
    • L.G.B. Ruiz / Capel-Tuñon, Manuel Isidoro / Pegalajar-Jimenez, Maria del Carmen
  • A Munsell Colour-Based Approach for Soil Classification Using Fuzzy Logic and Artificial Neural Networks (2019)
    • DOI: 10.1016/j.fss.2019.11.002
    • Fuzzy Sets and Systems
    • Pegalajar-Jimenez, Maria del Carmen / L.G.B. Ruiz / Sánchez-Marañón, Manuel / Mansilla, Luis
  • Energy Consumption Forecasting Based on Elman Neural Network with Evolutionary Optimization (2018)
    • DOI: 10.1016/j.eswa.2017.09.059
    • Expert Systems with Applications vol. 92 (pags 380 - 389)
    • L.G.B. Ruiz / Rueda-Delgado, Ramón / Pegalajar-Cuéllar, Manuel / Pegalajar-Jimenez, Maria del Carmen
  • Energy Consumption Forecasting Based on Elman Neural Networks with Evolutive Optimization (2017)
    • DOI: https://doi.org/10.1016/j.eswa.2017.09.059
    • Expert Systems with Applications vol. 92 (pags 380 - 389)
    • L.G.B. Ruiz / Rueda, Ramón / Pegalajar-Cuéllar, Manuel / Pegalajar-Jimenez, Maria del Carmen
  • An Application of Non-Linear Autoregressive Neural Networks to Predict Energy Consumption in Public Buildings (2016)
    • DOI: 10.3390/en9090684
    • Energies vol. 9 num. 9
    • Ruiz, Luis Gonzaga Baca / Pegalajar-Cuéllar, Manuel / Delgado-Calvo-Flores, Miguel / Pegalajar-Jimenez, Maria del Carmen
    • Web: Leer artículo

Chapters

  • A Parallel Approach to Data Analysis for Energy Efficient Energy Management in Distributed Facilites (Pioneer) (pags 28 - 49) (2017)
    • European Space Projects: Developments, Implementations and Impacts in a Changing World - ISBN: 978-989-758-311-7
    • Pegalajar-Jimenez, Maria Del Carmen / Capel-Tuñon, Manuel Isidoro / L.G.B. Ruiz / Delgado-Calvo-Flores, Miguel
  • A Parallel Approach to Intelligent Data Analysis for Efficient Energy Management in Distributed Facilities (Pioneer) (pags 28 - 49) (2017)
    • European Space Projects: Developments, Implementations and Impacts in a Changing World - ISBN: 978-989-758-311-7
    • Pegalajar-Jimenez, Maria Del Carmen / Capel-Tuñon, Manuel Isidoro / L.G.B. Ruiz / Delgado-Calvo-Flores, Miguel

Conferences

  • A Comparison between Narx Neural Networks and Symbolic Regression: An Application for Energy Consumption Forecasting (Congreso)
    • Rueda, Ramón / L.G.B. Ruiz / Pegalajar-Cuéllar, Manuel / Delgado-Calvo-Flores, Miguel / Pegalajar-Jimenez, Maria Del Carmen
    • International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems - 11/06/2018 - 15/06/2018 (Cádiz)
  • Artificial Neural Networks and Fuzzy Logic for Specifying the Color of An Image Using Munsell Soil-Color Charts (Ponencia en Congreso)
    • Pegalajar-Jimenez, Maria Del Carmen / Sánchez-Marañón, Manuel / L.G.B. Ruiz / Mansilla, Luis / Delgado-Calvo-Flores, Miguel
    • International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems - 11/06/2018 - 15/06/2018 (Cádiz)
  • Experimental Evaluation of Straight Line Programs for Hydrological Modelling with Exogenous Variables (Congreso)
    • Rueda, Ramón / Ruiz, Luis Gonzaga Baca / Jimeno-sáez, Patricia / Pegalajar-Cuéllar, Manuel / Pulido-Velazquez, David / Pegalajar-Jimenez, Maria Del Carmen
    • Hybrid Artificial Intelligence Systems 2017 - 21/06/2017 - 23/06/2017 (Logroño)
  • A Parallel Approach to Data Analysis for the Problem of the Energy Efficiency (Congreso)
    • Ruiz, Luis Gonzaga Baca / Capel-Tuñon, Manuel Isidoro / Pegalajar-Jimenez, Maria Del Carmen
    • European Project Space on Advanced Internet Systems and Technologies - 24/04/2017 - 26/04/2017 (Oporto (Portugal))

Doctoral Theses

  • Gestión de la Eficiencia Energética mediante Técnicas de Minería de Datos (Academic Year 2019/2020)
    • Doctoral Student: L.G.B. Ruiz
    • Doctoral Thesis Supervisors: Pegalajar-Jimenez, Maria Del Carmen
    • Universidad de Granada. Escuela Técnica Superior de Ingenierías Informática y de Telecomunicación