• A Hybrid Intelligent System to Forecast Solar Energy Production 

      Basurto, Nuño; Arroyo, Ángel; Vega-Vega, Rafael A.; Héctor, Quintián; Calvo-Rolle, José Luis (Elsevier, 2019-08-07)
      [Abstarct]: There is wide acknowledgement that solar energy is a promising and renewable source of electricity. However, complementary sources are sometimes required, due to its limited capacity, in order to satisfy user ...
    • Análisis y detección de ataques informáticos mediante sistemas inteligentes de reducción dimensional 

      Vega-Vega, Rafael A. (2022)
      [Resumen] El presente trabajo de investigación aborda el estudio y desarrollo de una metodología para la detección de ataques informáticos mediante el uso de sistemas y técnicas inteligentes de reducción dimensional en ...
    • Delving into Android Malware Families with a Novel Neural Projection Method 

      Vega-Vega, Rafael A.; Quintián, Héctor; Cambra, Carlos; Basurto, Nuño; Herrero, Alvaro; Calvo-Rolle, José Luis (Willey-Hindawi, 2019)
      [Abstract] Present research proposes the application of unsupervised and supervised machine-learning techniques to characterize Android malware families. More precisely, a novel unsupervised neural-projection method for ...
    • Gaining deep knowledge of Android malware families through dimensionality reduction techniques 

      Vega-Vega, Rafael A.; Quintián, Héctor; Calvo-Rolle, José Luis; Herrero, Alvaro; Corchado, Emilio (Oxford University Press, 2019-04)
      [Abstract] This research proposes the analysis and subsequent characterisation of Android malware families by means of low dimensional visualisations using dimensional reduction techniques. The well-known Malgenome data ...
    • Intrusion Detection With Unsupervised Techniques for Network Management Protocols Over Smart Grids 

      Vega-Vega, Rafael A.; Chamoso, Pablo; González Briones, Alfonso; Casteleiro-Roca, José-Luis; Jove, Esteban; Meizoso-López, María-Carmen; Rodríguez Gómez, Benigno Antonio; Quintián, Héctor; Herrero, Alvaro; Matsui, Kenji; Corchado, Emilio; Calvo-Rolle, José Luis (MDPI AG, 2020-03-27)
      [Abstract] The present research work focuses on overcoming cybersecurity problems in the Smart Grid. Smart Grids must have feasible data capture and communications infrastructure to be able to manage the huge amounts of ...
    • Solar thermal collector output temperature prediction by hybrid intelligent model for smartgrid and smartbuildings applications and optimization 

      Casteleiro-Roca, José-Luis; Chamoso, Pablo; Jove, Esteban; González Briones, Alfonso; Quintián, Héctor; Fernández-Ibáñez, Isabel; Vega-Vega, Rafael A.; Piñon-Pazos, A.; López-Vázquez, José-Antonio; Torres, Santiago; Pinto, Tiago; Calvo-Rolle, José Luis (MDPI, 2020-07-05)
      [Abstract] Currently, there is great interest in reducing the consumption of fossil fuels (and other non-renewable energy sources) in order to preserve the environment; smart buildings are commonly proposed for this purpose ...