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Journal articles

  1. (in press.) Can Deep Learning Search for Exceptional Chiroptical Properties? The Halogenated [6]Helicene Case
    García Uceda, Rafael and Gijón, Alfonso and Cuerva, Sandra Miguez-Lago; Carlos M. Cruz; Victor Blanco; Fatima Fernandez-Alvarez; Luis Alvarez de Cienfuegos; Miguel Molina-Solana; Juan Gómez-Romero; Delia Miguel; Antonio Mota; Juan M.
    Angewandte Chemie 2024
  2. (SUBMITTED) SINERGYM - A virtual testbed for building energy optimization with Reinforcement Learning
    Campoy-Nieves, Alejandro and Manjavacas, Antonio and Jiménez-Raboso, Javier and Molina-Solana, Miguel and Gómez-Romero, Juan
    Energy and Buildings (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) 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 57 , 173
  7. (2024) Graph-neural-network potential energy surface to speed up Monte Carlo simulations of water cluster anions
    Gijón, Alfonso and Molina-Solana, Miguel and Gómez-Romero, Juan
    Journal of Computational Science 81 , 102383
  8. (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
  9. (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
  10. (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
  11. (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
  12. (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
  13. (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
  14. (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
  15. (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
  16. (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
  17. (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
  18. (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
  19. (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
  20. (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
  21. (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
  22. (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
  23. (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
  24. (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
  25. (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
  26. (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
  27. (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
  28. (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
  29. (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
  30. (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
  31. (2018) foo.castr: Visualising the Future AI workforce
    Amador, Julio and Molina-Solana, Miguel and Kennedy, Mark T.
    Big Data Analytics 3 , pp. 9
  32. (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
  33. (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
  34. (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
  35. (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
  36. (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
  37. (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
  38. (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
  39. (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
  40. (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
  41. (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
  42. (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
  43. (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. (2024) Detection of conspiracy-related messages in Telegram with anonymized named entities
    Gómez-Romero, Juan and González-Silot, Santiago and Montoro-Montarroso, Andrés and Molina-Solana, Miguel and Martínez-Cámara, Eugenio
    Working Notes Papers of the CLEF 2024 Evaluation Labs
  5. (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
  6. (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
  7. (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)
  8. (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
  9. (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)
  10. (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
  11. (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
  12. (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
  13. (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)
  14. (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
  15. (2018) Conversational AI for Data Exploration
    Molina-Solana, Miguel and Amador Diaz Lopez, Julio
    Proc. Conversational AI Workshop @ KDD2018
  16. (2018) GraphDL: An Ontology for Linked Data Visualisation
    Gómez-Romero, Juan and Molina-Solana, Miguel
    Proc. CAEPIA 2018
  17. (2018) A software tool for categorizing violin student renditions by comparison
    Delgado, Miguel and Fajardo, Waldo and Molina-Solana, Miguel
    Proc. CAEPIA 2018
  18. (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)
  19. (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
  20. (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)
  21. (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
  22. (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
  23. (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
  24. (2014) Data mining for building energy management
    Molina-Solana, Miguel
    Proc. Sustainable Places 2014
  25. (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
  26. (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
  27. (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
  28. (2010) Nature vs. Culture in ritardando performances
    Molina-Solana, Miguel and Grachten, Maarten
    Proc. Conference on Interdisciplinary Musicology (CIM10) , pp. 55–61
  29. (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
  30. (2008) Composing Music with Multiagent Systems
    Molina-Solana, Miguel
    3rd International Conference On Art & Technology. Technarte 2008
  31. (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
  32. (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