Now showing items 1-20 of 39

    • A fault detection system based on unsupervised techniques for industrial control loops 

      Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Méndez Pérez, Juan Albino; Calvo-Rolle, José Luis (Wiley, 2019-08)
      [Abstract] This research describes a novel approach for fault detection in industrial processes, by means of unsupervised and projectionist techniques. The proposed method includes a visual tool for the detection of faults, ...
    • A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters 

      Michelena, Álvaro; López, Víctor; Lamas-López, Francisco; Arce Fariña, Elena; Mendoza García, José; Suárez-García, Andrés; García Espinosa, Guillermo; Calvo-Rolle, José Luis; Quintián, Héctor (MDPI, 2023-03-23)
      [Abstract] Systems engineering plays a key role in the naval sector, focusing on how to design, integrate, and manage complex systems throughout their life cycle; it is therefore difficult to conceive functional warships ...
    • 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 method for anomaly detection based on non-convex boundaries with random two-dimensional projections 

      Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; Méndez Pérez, Juan Albino; Calvo-Rolle, José Luis (Elsevier, 2020-08-19)
      [Abstract] The implementation of anomaly detection systems represents a key problem that has been focusing the efforts of scientific community. In this context, the use one-class techniques to model a training set of ...
    • A novel ensemble Beta-scale invariant map algorithm 

      Quintián, Héctor; Corchado, Emilio (Institute of Electrical and Electronics Engineers Inc., 2020-06-11)
      [Abstract]: This research presents a novel topology preserving map (TPM) called Weighted Voting Supervision -Beta-Scale Invariant Map (WeVoS-Beta-SIM), based on the application of the Weighted Voting Supervision (WeVoS) ...
    • 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 ...
    • 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 ...
    • Beta-Hebbian Learning to enhance unsupervised exploratory visualizations of Android malware families 

      Basurto, Nuño; García-Prieto, Diego; Quintián, Héctor; Urda Muñoz, Daniel; Calvo-Rolle, José Luis; Corchado, Emilio (Oxford University Press, 2024-05-20)
      [Abstract] As it is well known, mobile phones have become a basic gadget for any individual that usually stores sensitive information. This mainly motivates the increase in the number of attacks aimed at jeopardizing ...
    • Bioinspired hybrid model to predict the hydrogen inlet fuel cell flow change of an energy storage system 

      Alaiz Moretón, Héctor; Jove, Esteban; Casteleiro-Roca, José-Luis; Quintián, Héctor; López García, Hilario; Benítez-Andrades, José Alberto; Novais, Paulo; Calvo-Rolle, José Luis (MDPI, 2019-11-07)
      [Abstract]: The present research work deals with prediction of hydrogen consumption of a fuel cell in an energy storage system. Due to the fact that these kind of systems have a very nonlinear behaviour, the use of traditional ...
    • 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 ...
    • 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 ...
    • 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 ...
    • 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, ...
    • Editorial: Special issue HAIS20 

      de la Cal, Enrique A.; Villar, José R.; Quintián, Héctor; Corchado, Emilio (Oxford University Press, 2023-04)
    • Experiencia de docencia basada en proyectos usando la música como elemento principal para la asignatura de Fundamentos de Electrónica 

      Quintián, Héctor; Jove, Esteban; Casteleiro-Roca, José-Luis; Calvo-Rolle, José Luis (Universidade da Coruña, Cufie, 2020)
      [Resumen] La tendencia actual y futura en las carreras técnicas y en especial en las ingenierías, es que el número de alumnos se ve cada vez más reducido, bien por falta de vocación o motivación para afrontar una carrera ...
    • 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 ...