Browsing by Author "Zayas-Gato, Francisco"

Now showing items 1-20 of 32

    • A distributed topology for identifying anomalies in an industrial environment 

      Zayas-Gato, Francisco; Michelena, Álvaro; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Novais, Paulo; Méndez Pérez, Juan Albino; Calvo-Rolle, José Luis (Springer, 2022)
      [Abstract] The devastating consequences of climate change have resulted in the promotion of clean energies, being the wind energy the one with greater potential. This technology has been developed in recent years following ...

    • A hybrid one-class approach for detecting anomalies in industrial systems 

      Zayas-Gato, Francisco; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Piñon-Pazos, A.; Dragan, Simić; Calvo-Rolle, José Luis (John Wiley & Sons Ltd, 2022-03-08)
      [Abstract]: The significant advance of Internet of Things in industrial environments has provided the possibility of monitoring the different variables that come into play in an industrial process. This circumstance allows ...

    • A New Deep Learning-Based Approach for Predicting the Geothermal Heat Pump’s Thermal Power of a Real Bioclimatic House 

      Zayas-Gato, Francisco; Díaz-Longueira, Antonio; Arcano-Bea, Paula; Michelena, Álvaro; Calvo-Rolle, José Luis; Jove, Esteban (Springer, 2025-03-22)
      [Abstract] In recent years, growing concern about climate change and the need to reduce greenhouse gas emissions have highlighted the role of energy efficiency and sustainability on the global agenda. Energy policies are ...

    • A novel method for anomaly detection using beta Hebbian learning and principal component analysis 

      Zayas-Gato, Francisco; Michelena, Álvaro; Quintián, Héctor; Jove, Esteban; Casteleiro-Roca, José-Luis; Leitão, Paulo; Calvo-Rolle, José Luis (Oxford University Press, 2023-04)
      [Abstract] In this research work a novel two-step system for anomaly detection is presented and tested over several real datasets. In the first step the novel Exploratory Projection Pursuit, Beta Hebbian Learning algorithm, ...

    • A one-class classifier based on a hybrid topology to detect faults in power cells 

      Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Zayas-Gato, Francisco; Vercelli, Gianni; Calvo-Rolle, José Luis (Oxford University Press, 2022-08-01)
      [Abstract]: The use of batteries became essential in our daily life in electronic devices, electric vehicles and energy storage systems in general terms. As they play a key role in many devices, their design and implementation ...

    • An Intelligent Regression-Based Approach for Predicting a Geothermal Heat Exchanger’s Behavior in a Bioclimatic House Context 

      Díaz-Longueira, Antonio; Rubiños, Manuel; Arcano-Bea, Paula; Calvo-Rolle, José Luis; Quintián, Héctor; Zayas-Gato, Francisco (MDPI, 2024-05)
      [Abstract] Growing dependence on fossil fuels is one of the critical factors accelerating climate change, a global concern that can destabilize ecosystems and economies worldwide. In this context, renewable energy is ...

    • Artificial Vision System for the Identification and Traceability of Minor and Simple Pre-Assemblies in the Shipbuilding Industry 

      Arcano-Bea, Paula; Zayas-Gato, Francisco; Díaz-Longueira, Antonio; Fariñas Alvariño, Pablo; Jove, Esteban (2024)
      In naval construction, process automation is essential to improve efficiency and ensure accuracy at every stage of production. In this context, machine vision plays a key role by allowing the automatic identification of ...

    • Beta Hebbian Learning for intrusion detection in networks with MQTT Protocols for IoT devices 

      Michelena, Álvaro; García-Ordás, María Teresa; Aveleira Mata, Jose Antonio; Marcos del Blanco, David Yeregui; Timiraos, Míriam; Zayas-Gato, Francisco; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Alaiz Moretón, Héctor; Calvo-Rolle, José Luis (Oxford University Press, 2024-04)
      [Abstract] This paper aims to enhance security in IoT device networks through a visual tool that utilizes three projection techniques, including Beta Hebbian Learning (BHL), t-distributed Stochastic Neighbor Embedding ...

    • Characterization of Water Consumers in Urban Areas Using Artificial Intelligence and Data Analysis 

      Rubiños, Manuel; Álvarez-Crespo, Marta María; Zayas-Gato, Francisco; Calvo-Rolle, José Luis (2024)
      This work presents the first steps of the integration of AI techniques in the field of urban water management, more precisely in the line of urban consumption forecasting and user characterization. For this purpose, different ...

    • Clustering techniques performance comparison for predicting the battery state of charge: A hybrid model approach 

      García-Ordás, María Teresa; Marcos del Blanco, David Yeregui; Aveleira Mata, Jose Antonio; Zayas-Gato, Francisco; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Calvo-Rolle, José Luis; Alaiz Moretón, Héctor (Oxford University Press, 2024-05-09)
      [Abstract] Batteries are a fundamental storage component due to its various applications in mobility, renewable energies and consumer electronics among others. Regardless of the battery typology, one key variable from a ...

    • Creación de laboratorios virtuales para asignaturas de control con Factory I/O® y Simulink® 

      Michelena, Álvaro; Casteleiro-Roca, José-Luis; Jove, Esteban; Zayas-Gato, Francisco; Quintián, Héctor; Calvo-Rolle, José Luis (Universidade da Coruña, Servizo de Publicacións, 2022)
      [Resumen] En el contexto actual se hace necesaria la adaptacion de la planificacion educativa a un nuevo escenario. Esto conlleva un gran desafio para la comunidad educativa global dado que en muchas ocasiones las practicas ...

    • Defect Detection for Enhanced Traceability in Naval Construction 

      Arcano-Bea, Paula; Rubiños, Manuel; García-Fischer, Agustín; Zayas-Gato, Francisco; Calvo-Rolle, José Luis; Jove, Esteban (MDPI, 2025-02)
      [Abstract] The digitalization of shipbuilding processes has become an important trend in modern naval construction, enabling more efficient design, assembly, and maintenance operations. A key aspect of this digital ...

    • Desarrollo de un entorno de aprendizaje basado en actividades de escape room en grados de ingeniería 

      Michelena, Álvaro; Zayas-Gato, Francisco; Jove, Esteban; Quintián, Héctor; Casteleiro-Roca, José-Luis; Calvo-Rolle, José Luis (Centro Universitario de Formación e Innovación Educativa (CUFIE), Universidade da Coruña, 2022)
      [Resumen] El método de aprendizaje abordado en las titulaciones de ingeniería ha sufrido un cambio muy significativo desde la implantación del conocido como Plan Bolonia. Con él, se ha puesto en valor la realización de ...

    • Design Thinking: experiencia en graos STEAM 

      Arce Fariña, Elena; López-Vázquez, José-Antonio; Fernández-Ibáñez, Isabel; Zayas-Gato, Francisco; Ribas, J.R.; Suárez-García, Andrés (Universidade da Coruña, Servizo de Publicacións, 2021)
      [Resumo] Crear experiencias de aprendizaxe a través de proxectos na aula nas que os alumnos aprendan en equipo a resolver problemas complexos e desenvolvan o pensamento creativo e crítico, resulta un desafío. Design Thinking ...

    • Detection of DoS Attacks in an IoT Environment with MQTT Protocol Based on Intelligent Binary Classifiers 

      Michelena, Álvaro; Zayas-Gato, Francisco; Jove, Esteban; Calvo-Rolle, José Luis (MDPI, 2021)
      [Abstract] The present work deals with the problem of detecting Denial of Service attacks in an IoT environment. To achieve this goal, a dataset registered in an MQTT protocol network is used, applying dimension reduction ...

    • Diseño de controladores PID 

      Zayas-Gato, Francisco; Quintián, Héctor; Jove, Esteban; Casteleiro-Roca, José-Luis; Calvo-Rolle, José Luis (Universidade da Coruña, Servizo de Publicacións, 2020)
      [Resumen] El conocido controlador denominado PID (Proporcional + Integral + Derivativo) ha sido –y continúa siendo– muy empleado en los diferentes lazos de control, independientemente del ámbito. El presente documento ...

    • Diseño de prácticas de control virtuales con MatLab y Factory I/O 

      Michelena, Álvaro; Casteleiro-Roca, José-Luis; Jove, Esteban; Quintián, Héctor; Zayas-Gato, Francisco; Calvo-Rolle, José Luis (Centro Universitario de Formación e Innovación Educativa (CUFIE), Universidade da Coruña, 2022)
      [Resumen] Debido a la evolución de la educación, y en el contexto actual, se hace necesario realizar una adaptación de la planificación educativa hacia un nuevo escenario. Esta nueva planificación conlleva, entre otros, ...

    • Experiencia blended learning apoyada en un laboratorio virtual para educación de materias STEM 

      Arce Fariña, Elena; Zayas-Gato, Francisco; Suárez-García, Andrés; Michelena, Álvaro; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Calvo-Rolle, José Luis (Sociedad Española de Pedagogía, 2022-12)
      [Resumen] INTRODUCCIÓN. La reciente pandemia provocada por la COVID-19 ha supuesto numerosos cambios en los protocolos de salud pública, así como un profundo impacto socioeconómico. Políticas como el distanciamiento social ...

    • Gasificación de biomasa 

      Casteleiro-Roca, José-Luis; Zayas-Gato, Francisco; Díaz-Longueira, Antonio; Timiraos, Míriam; Arcano-Bea, Paula; Quintián, Héctor; Jove, Esteban; Michelena, Álvaro; Calvo-Rolle, José Luis (Universidad de Guayaquil, 2023-12-23)
      [Resumen]: La gasificación de biomasa es un proceso termoquímico que convierte materia orgánica en un gas de síntesis, útil en calderas o motores. Este gas contiene monóxido de carbono, hidrógeno, dióxido de carbono, metano, ...

    • Gestión de la energía en sistemas renovables híbridos 

      Jove, Esteban; Díaz-Longueira, Antonio; Arcano-Bea, Paula; Timiraos, Míriam; Michelena, Álvaro; Zayas-Gato, Francisco; Quintián, Héctor; Casteleiro-Roca, José-Luis; Calvo-Rolle, José Luis (Universidad de Guayaquil, 2023-12-23)
      [Abstract]: Este documento se centra en el análisis de soluciones ante la necesidad de diseñar el sistema de alimentación de una instalación modular y móvil encargada de monitorizar la calidad del agua de un río. Esta ...