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Journal articles

  1. (SUBMITTED) An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control
    Manjavacas, Antonio and Campoy-Nieves, Alejandro and Jiménez-Raboso, Javier and Molina-Solana, Miguel and Gómez-Romero, Juan
    Artificial Intelligence Review (under review)
  2. (SUBMITTED) SINERGYM - A machine learning framework for building energy optimization
    Campoy-Nieves, Alejandro and Manjavacas, Antonio and Jiménez-Raboso, Javier and Molina-Solana, Miguel and Gómez-Romero, Juan
    Building Simulation (under review)
  3. (SUBMITTED) VizARE: An intermediate representation to support the visualization of association rules in data mining
    Fernandez-Basso, Carlos and Ruiz, M.D. and Molina-Solana, Miguel and Martin-Bautista, M.J.
    Applied Intelligence (under review)
  4. (SUBMITTED) Semantic Building Information Modeling: An Empirical Evaluation of Existing Tools
    Huitzil, Ignacio and Molina-Solana, Miguel and Gómez-Romero, Juan and Schorlemmer, Marco and García-Calvés, Pere and Osman, Nardine and Coll, Josep and Bobillo, Fernando
    Journal of Industrial Information Integration (under review)
  5. (SUBMITTED) Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification
    Gijón, Alfonso and Pujana-Goitia, Ainhoa and Perea, Eugenio and Molina-Solana, Miguel and Gómez-Romero, Juan
    Engineering Applications of Artificial Intelligence (under review)
  6. (2024) LaANIL: ANIL with Look-Ahead Meta-Optimization and Data-Parallelism
    Tammisetti, Vasu and Bierzynski, Kay and Stettinger, Georg and Morales-Santos, Diego P. and Pegalajar-Cuellar, Manuel and Molina-Solana, Miguel
    Electronics 13 , 1585
  7. (2023) Physics-informed neural networks for data-driven simulation: Advantages, limitations, and opportunities
    Fernández, Félix and Gijón, Alfonso and Molina-Solana, Miguel and Gómez-Romero, Juan
    Physica A: Statistical Mechanics and its Applications 610 , 128415
  8. (2022) Automating look-ahead schedule generation for construction using linked-data and reinforcement learning
    Soman, Ranjith K. and Molina-Solana, Miguel
    Automation in Construction 134 , 104069
  9. (2022) CntrlDA: A building energy management control system with real-time adjustments. Application to indoor temperature
    Dmitrewski, Alex and Molina-Solana, Miguel and Arcucci, Rossella
    Building and Environment 215 , 108938
  10. (2022) GenoMus: Representing Procedural Musical Structures with an Encoded Functional Grammar Optimized for Metaprogramming and Machine Learning
    López-Montes, José and Molina-Solana, Miguel and Fajardo, Waldo
    Applied Sciences 12 , 8322
  11. (2021) Scalable object detection pipeline for traffic cameras: Application to Tfl JamCams
    Gan, Huan Min and Fernando, Senaka and Molina-Solana, Miguel
    Expert Systems with Applications 182 , 115154
  12. (2021) Variational Gaussian Process for optimal sensor placement
    Tajnafoi, Gabor and Arcucci, Rossella and Mottet, Laetitia and Vouriot, Carolanne and Molina-Solana, Miguel and Pain, Christopher and Guo, Yike
    Applications of Mathematics 66 , pp. 287–317
  13. (2021) Minimalistic Fuzzy Ontology Reasoning: An application to Building Information Modeling
    Huitzil, Ignacio and Molina-Solana, Miguel and Gómez-Romero, Juan and Bobillo, Fernando
    Applied Soft Computing 103 , 107158
  14. (2020) Towards a large-scale twitter observatory for political events
    Fernando, Senaka and Amador, Julio and Serban, Ovidiu and Gómez-Romero, Juan and Molina-Solana, Miguel and Guo, Yike
    Future Generation Computer Systems 110 , pp. 976–983
  15. (2020) TUORIS: A middleware for visualizing graphics in scalable resolution display environments
    Martínez, Victor and Fernando, Senaka and Molina-Solana, Miguel and Guo, Yike
    Future Generation Computer Systems 106 , pp. 559–571
  16. (2020) Do the Shuffle: Exploring reasons for music listening through shuffled play
    Sanfilippo, Katie Rose and Spiro, Neta and Molina-Solana, Miguel and Lamont, Alexandra
    PLOS One 15 , e0228457
  17. (2020) A case study on understanding energy consumption through prediction and visualisation (VIMOEN)
    Baca-Ruiz, Luis G. and Pegalajar, M.C. and Molina-Solana, Miguel and Guo, Yike
    Journal of Building Engineering 30 , 101315
  18. (2020) Weak Constraint Gaussian Processes for Optimal Sensor Placement
    Dur, Tolga H. and Arcucci, Rossella and Mottet, Laetitia and Molina-Solana, Miguel and Pain, Christopher and Guo, Yike
    Journal of Computational Science 42 , 101110
  19. (2020) Open Visualization Environment (OVE): A web framework for scalable rendering of data visualizations
    Fernando, Senaka and Scott-Brown, James and Serban, Ovidiu and Birch, David and Akroyd, David and Molina-Solana, Miguel and Heinis, Thomas and Guo, Yike
    Future Generation Computer Systems 112 , pp. 785–799
  20. (2020) A time-series clustering methodology for knowledge extraction in energy consumption data
    Baca-Ruiz, Luis G. and Pegalajar, M.C. and Arcucci, Rossella and Molina-Solana, Miguel
    Expert Systems with Applications 160 , 113731
  21. (2020) Linked-Data Constraint Checking (LDCC) to support look-ahead planning in construction
    Soman, Ranjith K. and Molina-Solana, Miguel and Whyte, Jennifer
    Automation in Construction 120 , 103369
  22. (2020) Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation
    Mack, Julian and Arcucci, Rossella and Molina-Solana, Miguel and Guo, Yike
    Computer Methods in Applied Mechanics and Engineering 372 , 113291
  23. (2019) A Probabilistic Algorithm for Predictive Control with Full-Complexity Models in Non-Residential Buildings
    Gómez-Romero, Juan and Fernández-Basso, Carlos J. and Cambronero, M. Victoria and Molina-Solana, Miguel and Campan̈a, Jesús and Ruiz, M. Dolores and Martin-Bautista, María J.
    IEEE Access 7 , pp. 38748–38765
  24. (2019) Generalized regression hypothesis induction for energy consumption forecasting
    Rueda, Ramón and Pegalajar Cuellar, Manuel and Molina-Solana, Miguel and Guo, Yike and Pegalajar, M.C.
    Energies 12 , 1069
  25. (2019) Not all lies are equal. A study into the engineering of political misinformation in the 2016 US presidential election
    Oehmichen, Axel and Hua, Kevin and Amador, Julio and Molina-Solana, Miguel and Gómez-Romero, Juan and Guo, Yike
    IEEE Access 7 , pp. 126305–126314
  26. (2018) Visualizing large knowledge graphs: A performance analysis
    Gómez-Romero, Juan and Molina-Solana, Miguel and Oehmichen, Axel and Guo, Yike
    Future Generation Computer Systems 89 , pp. 224–238
  27. (2018) The improvisational state of mind: a multidisciplinary study of an improvisatory approach to classical music repertoire performance
    Dolan, David and Jensen, Henrik Jeldtoft and Martinez-Mediano, Pedro and Molina-Solana, Miguel and Rajpal, Hardik and Rosas, Fernando and Sloboda, John Anthony
    Frontiers in Psychology 9 , 1341
  28. (2018) Comfort as a Service: a new paradigm for residential environmental quality control
    Gómez-Romero, Juan and Molina-Solana, Miguel and Ros, María and Ruiz, M. Dolores and Martin-Bautista, María J.
    Sustainability 10 , 3053
  29. (2018) foo.castr: Visualising the Future AI workforce
    Amador, Julio and Molina-Solana, Miguel and Kennedy, Mark T.
    Big Data Analytics 3 , pp. 9
  30. (2017) Information fusion from multiple databases using meta-association rules
    Ruiz, M.D. and Gómez-Romero, J. and Molina-Solana, Miguel and Ros, M. and Martin-Bautista, M.J.
    International Journal of Approximate Reasoning 80 , pp. 185–198
  31. (2017) Data Science for Building Energy Management: a review
    Molina-Solana, Miguel and Ros, Maria and Ruiz, M. Dolores and Gómez-Romero, Juan and Martin-Bautista, M.J.
    Renewable and Sustainable Energy Reviews 70 , pp. 598–609
  32. (2017) Improving Data Exploration in Graphs with Fuzzy Logic and Large-Scale Visualisation
    Molina-Solana, Miguel and Birch, David and Guo, Yi-ke
    Applied Soft Computing 53 , pp. 227–235
  33. (2016) Transcribing Debussy’s Syrinx dynamics through Linguistic Description: the MUDELD algorithm
    Ros, Maria and Molina-Solana, Miguel and Delgado, Miguel and Fajardo, Waldo and Vila, Amparo
    Fuzzy Sets and Systems 285 , pp. 199–216
  34. (2016) Visualizing dynamic Bitcoin transaction patterns
    McGinn, Dan and Birch, David and Akroyd, David and Molina-Solana, Miguel and Guo, Yi-ke and Knottenbelt, William
    Big Data 4 , pp. 109–119
  35. (2016) Meta-Association Rules for mining interesting associations in multiple datasets
    Ruiz, M.D. and Gómez-Romero, J. and Molina-Solana, Miguel and Campaña, J.R. and Martin-Bautista, M.J.
    Applied Soft Computing 49 , pp. 212–223
  36. (2015) A fuzzy extension of the semantic Building Information Model
    Gómez-Romero, Juan and Bobillo, Fernando and Ros, Maria and Molina-Solana, Miguel and Ruiz, M. Dolores and Martín-Bautista, M.J.
    Automation in Construction 57 , pp. 202–212
  37. (2015) Representation model and learning algorithm for uncertain and imprecise multivariate behaviors, based on correlated trends
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Applied Soft Computing 36 , pp. 589–598
  38. (2011) Mining transposed motifs in music
    Jiménez, Aída and Molina-Solana, Miguel and Berzal, Fernando and Fajardo, Waldo
    Journal of Intelligent Information Systems 36 , pp. 99–115
  39. (2011) A state of the art on computational music performance
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Expert Systems with Applications 38 , pp. 155–160
  40. (2010) Identifying Violin Performers by their Expressive Trends
    Molina-Solana, Miguel and Arcos, Josep Lluis and Gómez, Emilia
    Intelligent Data Analysis 14 , pp. 555–571
  41. (2009) INMAMUSYS: Intelligent multiagent music system
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Expert Systems with Applications 36 , pp. 4574–4580

Conferences

  1. (2024) Explainable hybrid semi-parametric model for prediction of power generated by wind turbines
    Gijón, Alfonso and Eiraudo, Simone and Manjavacas, Antonio and Bottaccioli, Lorenzo and Lanzini, Andrea and Molina-Solana, Miguel and Gómez-Romero, Juan
    Computational Science (ICCS 2024)
  2. (2024) Exploring Deep Reinforcement Learning algorithms for enhanced HVAC control
    Manjavacas, Antonio and Campoy-Nieves, Alejandro and Molina-Solana, Miguel and Gómez-Romero, Juan
    Procs. 11th International Conference on Soft Methods in Probability and Statistics (SMPS2024)
  3. (2024) Experimental Application of a Semi-Parametric Model for Interpretable and Accurate Regression Analysis of Buildings Energy Consumption
    Eiraudo, Simone and Gijón, Alfonso and Manjavacas, Antonio and Schiera, D. and Barbierato, L. and Molina-Solana, Miguel and Gómez-Romero, Juan and Giannantonio, R. and Bottaccioli, Lorenzo and Lanzini, Andrea
    Procs. 19th Conference on Sustainable Development of Energy, Water and Environment Systems (SDEWES)
  4. (2023) Graph neural network potentials for molecular dynamics simulations of water cluster anions
    Gijón, Alfonso and Molina-Solana, Miguel and Gómez-Romero, Juan
    Computational Science (ICCS 2023) , pp. 336–343
  5. (2023) Explaining Deep Reinforcement Learning-based methods for control of building HVAC systems
    Jiménez-Raboso, Javier and Manjavacas, Antonio and Campoy-Nieves, Alejandro and Molina-Solana, Miguel and Gómez-Romero, Juan
    1st World Conference on Explainable Artificial Intelligence (xAI 2023) , pp. 237–255
  6. (2021) Towards data-driven simulation models for building energy management
    Gómez-Romero, Juan and Molina-Solana, Miguel
    Machine Learning and Data Assimilation for Dynamical Systems (MLDADS 2021)
  7. (2021) Sinergym: A Building Simulation and Control Framework for Training Reinforcement Learning Agents
    Jiménez-Raboso, Javier and Campoy-Nieves, Alejandro and Manjavacas-Lucas, Antonio and Gómez-Romero, Juan and Molina-Solana, Miguel
    Procs. 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (2nd ACM SIGEnergy Workshop on Reinforcement Learning for Energy Management in Buildings & Cities (RLEM) , pp. 319–323
  8. (2020) Variational Gaussian Process For Optimal Sensor Placement
    Arcucci, Rossella and Vouriot, Carolanne and Molina-Solana, Miguel and Pain, Christopher
    Proc. 3rd International Conference on Modern Mathematical Methods and High Performance Computing in Science and Technology (M3HPCST-2020)
  9. (2020) Social Glue and Post-COVID Labour Markets: Evidence from a Task Census of a Large Corporation
    Kennedy, Mark T. and Molina-Solana, Miguel
    New Future of Work 2020
  10. (2019) Towards self-adaptive building energy control in smart grids
    Gómez, Juan and Molina-Solana, Miguel
    NeurIPS 2019 Workshop Tackling Climate Change with Machine Learning
  11. (2019) Hybrid Data Assimilation: an Ensemble-Variational Approach
    Lim, Edward and Arcucci, Rossella and Molina-Solana, Miguel and Pain, Christopher and Guo, Yike
    Proc. 15th International Conference on Signal Image Technology & Internet-based systems (SITIS2019) , pp. 633–640
  12. (2019) Towards easy-to-implement misinformation automatic detection for online social media
    Amador, Julio and Molina-Solana, Miguel and Gómez-Romero, Juan
    Conference for Truth and Trust Online (TTO)
  13. (2019) Compositional Microservices for Immersive Social Visual Analytics
    Fernando, Senaka and Birch, David and Molina-Solana, Miguel and McIlwraith, Douglas and Guo, Yike
    Proc. 23rd International Conference on Information Visualisation (IV2019) , pp. 216–223
  14. (2018) Conversational AI for Data Exploration
    Molina-Solana, Miguel and Amador Diaz Lopez, Julio
    Proc. Conversational AI Workshop @ KDD2018
  15. (2018) GraphDL: An Ontology for Linked Data Visualisation
    Gómez-Romero, Juan and Molina-Solana, Miguel
    Proc. CAEPIA 2018
  16. (2018) A software tool for categorizing violin student renditions by comparison
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Proc. CAEPIA 2018
  17. (2018) Deep Learning for Fake News Classification
    Molina-Solana, Miguel and Amador Diaz Lopez, Julio and Gómez-Romero, Juan
    Proc. I workshop in Deep Learning (DEPL 2018)
  18. (2017) A game based e-learning system to teach Artificial Intelligence in the Computer Sciences degree
    De-Castro-Santos, Amable and Fajardo, Waldo and Molina-Solana, Miguel
    Proc. International Conference E-Learning 2013
  19. (2016) Advances in Data Science for Building Energy Management
    Gómez-Romero, Juan and Ruiz, M.D. and Fernández-Basso, C. and Molina-Solana, Miguel and Ros, Maria and Martin-Bautista, M.J.
    Proc. 9th International Conference Improving Energy Efficiency in Commercial Buildings and Smart Communities (IEECB&SC’16)
  20. (2015) Unifying fuzzy controller for IEQ: implementation in a Raspberry Pi
    Molina-Solana, Miguel and Ros, Maria and Delgado, Miguel
    Proc. 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology , pp. 1034–1039
  21. (2015) Learning User Activities from Energy Demand Profiles
    Ros, Maria and Molina-Solana, Miguel and Martin-Bautista, M.J. and Delgado, Miguel and Vila, Amparo
    Proc. 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology , pp. 873–879
  22. (2014) Minería de datos y gestión energética: tendencias actuales
    Molina-Solana, Miguel and Ros, Maria and Martín-Bautista, María José and Vila, Amparo
    Proc. XVII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF2014) , pp. 627–632
  23. (2014) Data mining for building energy management
    Molina-Solana, Miguel
    Proc. Sustainable Places 2014
  24. (2013) e-learning software for improving student’s music performance using comparisons
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Proc. International Conference E-Learning 2013 , pp. 247–254
  25. (2013) Unifying fuzzy controller for indoor environment quality
    Molina-Solana, Miguel and Ros, Maria and Delgado, Miguel
    Proc. 2013 Joint IFSA World Congress NAFIPS Annual Meeting , pp. 1080–1085
  26. (2012) Pattern characterization in multivariate data series using fuzzy logic - applications to e-health
    Fajardo, Waldo and Molina-Solana, Miguel and Valenza, MarieCarmen
    Proc. International Conference on Data Communication Networking, e-Business and Optical Communication Systems , pp. 123–128
  27. (2010) Nature vs. Culture in ritardando performances
    Molina-Solana, Miguel and Grachten, Maarten
    Proc. Conference on Interdisciplinary Musicology (CIM10) , pp. 55–61
  28. (2010) Evidence for pianist-specific rubato style in Chopin Nocturnes
    Molina-Solana, Miguel and Grachten, Maarten and Widmer, Gerhard
    Proc. 11th International Society for Music Information Retrieval Conference (ISMIR2010) , pp. 225–230
  29. (2008) Composing Music with Multiagent Systems
    Molina-Solana, Miguel
    3rd International Conference On Art & Technology. Technarte 2008
  30. (2008) Learning Violinist’s Expressive Trends
    Molina-Solana, Miguel and Arcos, Josep Lluis and Gómez, Emilia
    Proc. International Workshop on Machine Learning and Music (MML08), Held in conjunction with ICML/COLT/UAI 2008 , pp. 3–4
  31. (2008) Using Expressive Trends for Identifying Violin Performers
    Molina-Solana, Miguel and Arcos, Josep Lluis and Gómez, Emilia
    Proc. 9th International Conference on Music Information Retrieval (ISMIR2008) , pp. 495–500