Research and transfer groups

CERNUDA GARCIA, CARLOS

Belongs to the group: Data analysis and cybersecurity  

carlos-cernuda-garcia

Contact

Nombre y apellidos: CARLOS CERNUDA GARCIA
Nacionalidad: España
Tlf. de contacto: 943794700
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Formación

Doctorado

  • Doctoral Program in Engineering Sciences, Advanced Data Mining and Machine Learning Techniques for Chemometric Modeling, Johannes Kepler Universität Linz, 2014

Licenciado, Ingeniero, Grado, Arquitecto

  • Degree in Mathematics, Universidad de Oviedo, 2009

Máster

  • Máster Universitario en Formación del Profesorado de ESO y Bachillerato, FP y Enseñanza de Idiomas, Universidad Nacional de Educación a Distancia (UNED), 2019
  • Master in Soft Computing and Intelligent Data Analysis, Universidad de Oviedo, 2010

Situación laboral

  • Entidad: Mondragon Unibertsitatea
  • Centro: Faculty of Engineering
  • Departamento: Electronics and computing
  • Área de conocimiento: Ingeniería telemática
  • Categoría/Puesto: Lecturer and PostDoc Researcher
  • Grupo de investigación: Data analysis and cybersecurity

Ponencias y congresos / conferencias

Data-Driven Industrial Human-Machine Interface Temporal Adaptation for Process Optimization

IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). Viena. 8-11 de Septiembre. Pp. 518-525,

Año: 2020

Autoría: Daniel Reguera-Bakhache, Iñaki Garitano, Roberto Uribeetxeberria, Carlos Cernuda and Urko Zurutuza

Critical Analysis of the Suitability of Surrogate Models for Finite Element Method Application in Catalog-Based Suspension Bushing Design

IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). Viena. 8-11 de Septiembre. Pp. 829-836,

Año: 2020

Autoría: Carlos Cernuda, Iñigo Llavori, Alexandru-Ciprian Zavoianu, Aitor Aguirre, Alaitz Zabala, Jon Plaza

CoHyb: Coevolution Hybridation for Variable Selection. Application to Multivariate Calibration

SciX - Scientific Exchange. Atlanta, GA. 21-26 October,

Año: 2018

Autoría: Carlos Cernuda García

Ensemble Adaptive Non-Linear Models in Multivariate Calibration

SciX - Scientific Exchange. Atlanta, GA. 21-26 October,

Año: 2018

Autoría: Carlos Cernuda García

On-line outlier/redundancy filtering and semisupervised incremental calibration modeling in melamine resin production using FT-NIR spectra

XVI Chemometrics in Analytical Chemistry Conference (CAC). Barcelona. 6-10 June,

Año: 2016

Autoría: Carlos Cernuda García, Edwin Lughofer, Thomas Reischer, Wolfgang Kantner, Marcin Pawliczek, Markus Brandstetter

Dynamically Slided Chemometric Models for Robust On-line Prediction of Cloud Point in Melamine Resin Production

Conferentia Chemometrica (CC). Budapest. 13-16 September,

Año: 2015

Autoría: Carlos Cernuda García, Edwin Lughofer, Thomas Reischer, Wolfgang Kantne, Marcin Pawliczek, Markus Brandstettee

Non-Linear Calibration Methods in Chemometrics

PAC-School #5. Linz. 17 November,

Año: 2015

Autoría: Carlos Cernuda García

Quantification of Quality Parameters on Unfermented Beer Using a Flexible Support Vector Regression Variation

14th Scandinavian Symposium in Chemometrics (SSC14). Chia, Sardegna. 13-16 June,

Año: 2015

Autoría: Carlos Cernuda García, Edwin Lughofer, Helmut Klein, Clemens Forster, Marcin Pawliczek, Markus Brandstetter

Interpreting Remaining Useful Life estimations combining Explainable Artificial Intelligence and domain knowledge in industrial machinery

2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, United Kingdom,

Año: 2020

Autoría: Oscar Serradilla, Ekhi Zugasti, Carlos Cernuda, Andoitz Aranburu, Julian Ramirez de Okariz, Urko Zurutuza

Feature Subset Selection in Big Data by Multiobjective Evolutionary Algorithms

First Bilbao Data Science Workshop (BiDaS). Bilbao. 19-20 December,

Año: 2016

Autoría: Carlos Cernuda García

Actividad profesional anterior

Acreditaciones

IKERTRAMO SEXENIO UNIBASQ
Sexenio Años 2011, 2012, 2013, 2014, 2015, 2016

Basque Center for Applied Mathematics (BCAM)

Fecha inicio: 05/16/2016 | Fecha fin: 11/30/2018

Johannes Kepler Universität Linz (Austria)

Fecha inicio: 09/10/2014 | Fecha fin: 04/30/2016

Johannes Kepler Universität Linz (Austria)

Fecha inicio: 03/01/2015 | Fecha fin: 04/30/2016

Johannes Kepler Universität Linz (Austria)

Fecha inicio: 09/15/2010 | Fecha fin: 09/09/2014

Idiomas

  • German (B1)
  • English (C1)

FORMACIÓN

  • ACTIVIDAD DOCENTE

    Asignaturas impartidas

    ANALÍTICA DE DATOS

    Curso: 2019/2020 | Cred.: 3.0 | Título: MÁSTER UNIVERSITARIO EN ROBÓTICA Y SISTEMAS DE CONTROL

    TECNOLOGÍA DE LA INFORMACIÓN Y DE LA COMUNICACIÓN

    Curso: 2019/2020 | Cred.: 3.0 | Título: GRADO EN INGENIERÍA EN ELECTRÓNICA INDUSTRIAL

    APRENDIZAJE AUTOMÁTICO

    Curso: 2019/2020 | Cred.: 3.0 | Título: MASTER UNIVERSITARIO EN ANÁLISIS DE DATOS, CIBERSEGURIDAD Y COMPUTACIÓN EN LA NUBE

    ACTIVIDAD PROFESIONAL ANTERIOR

    • Generalized SMOTE: A universal generation oversampling technique for all data types in imbalanced learning

    COMUNICACION_CONGRESO  |  XIX Conferencia de la Asociación Española para la Inteligencia Artificial CAEPIA 2021. 22-24, septiembre. Málaga. Pp. 108-113,

    Year: 2021  |  ISBN/ISSN: 978-84-09-30514-8

    Author: CERNUDA GARCIA, CARLOS   REGUERA BAKHACHE, DANIEL   AGUIRRE ORTUZAR, AITOR   ITURBE URRETXA, MIKEL   GARITANO GARITANO, IÑAKI   ZURUTUZA ORTEGA, URKO  

    Estimation of the epidemiology of dementia and associated neuropsychiatric symptoms by applying machine learning to real-world data

    ARTICULO  |  Revista de Psiquiatría y Salud Mental. Available online 25 March 2021. In Press, Journal Pre-proof

    Year: 2021  |  ISBN/ISSN: 1888-9891

    Author: MAR MEDINA, JAVIER   GOROSTIZA, ANIA   ARROSPIDE, ARANTZAZU   LARRAÑAGA URIBEETXEBERRIA, IGOR   ALBERDI ARAMENDI, ANE   CERNUDA GARCIA, CARLOS   IRUIN, ÁLVARO   TAINTA, MIKEL   MAR BARRUTIA, LOREA   IBARRONDO OLAGÜENAGA, OLIVER  

    An Adaptive Industrial Human-Machine Interface to Optimise Operators Working Performance

    COMUNICACION_CONGRESO  |  IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). Delft, Holanda. 12-16 julio. Pp. 1213-1219,

    Year: 2021  |  ISBN/ISSN: 978-1-6654-4139-1 online

    Author: REGUERA BAKHACHE, DANIEL   GARITANO GARITANO, IÑAKI   CERNUDA GARCIA, CARLOS   URIBEETXEBERRIA EZPELETA, ROBERTO   ZURUTUZA ORTEGA, URKO   LASA ERLE, GANIX  

    An Industrial HMI Temporal Adaptation based on Operator-Machine Interaction Sequence Similarity

    COMUNICACION_CONGRESO  |  22nd IEEE Internacional Conference on Industrial Technology (ICIT). Valencia, 10-12 marzo, 2021. Pp. 1021-1026,

    Year: 2021  |  ISBN/ISSN: 978-1-7281-5730-6 online

    Author: REGUERA BAKHACHE, DANIEL   GARITANO GARITANO, IÑAKI   URIBEETXEBERRIA EZPELETA, ROBERTO   CERNUDA GARCIA, CARLOS  

    Data-Driven Industrial Human-Machine Interface Temporal Adaptation for Process Optimization

    COMUNICACION_CONGRESO  |  IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). Viena. 8-11 de Septiembre. Pp. 518-525. IEEE,

    Year: 2020  |  ISBN/ISSN: 978-1-7281-8956-7

    Author: REGUERA BAKHACHE, DANIEL   GARITANO GARITANO, IÑAKI   URIBEETXEBERRIA EZPELETA, ROBERTO   CERNUDA GARCIA, CARLOS   ZURUTUZA ORTEGA, URKO  

    Interpreting Remaining Useful Life estimations combining Explainable Artificial Intelligence and domain knowledge in industrial machinery

    COMUNICACION_CONGRESO  |  2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, United Kingdom. Conference Proceedings. IEEE,

    Year: 2020  |  ISBN/ISSN: 978-1-7281-6932-3

    Author: SERRADILLA CASADO, OSCAR   ZUGASTI URIGUEN, EKHI   CERNUDA GARCIA, CARLOS   ARANBURU IRASTORZA, ANDOITZ   RAMIREZ DE OKARIZ TELLERIA, IÑIGO   ZURUTUZA ORTEGA, URKO  

    Critical Analysis of the Suitability of Surrogate Models for Finite Element Method Application in Catalog-Based Suspension Bushing Design

    COMUNICACION_CONGRESO  |  IEEE International Conference on Emerging Technologies and Factory Automation (ETFA). Viena. 8-11 de Septiembre. Pp. 829-836. IEEE,

    Year: 2020  |  ISBN/ISSN: 978-1-7281-8956-7

    Author: CERNUDA GARCIA, CARLOS   LLAVORI OSA, IÑIGO   ZAVOIANU, ALEXANDRU-CIPRIAN   AGUIRRE ORTUZAR, AITOR   ZABALA EGUREN, ALAITZ   PLAZA GONZALEZ, JON  

    Validation of Random Forest Machine Learning Models to Predict Dementia-Related Neuropsychiatric Symptoms in Real-World Data

    ARTICULO  |  Journal of Alzheimer's Disease. Vol. 77. N. 2. Pp. 855-864,

    Year: 2020  |  ISBN/ISSN: 1875-8908 Online

    Author: MAR MEDINA, JAVIER   GOROSTIZA, ANIA   IBARRONDO OLAGÜENAGA, OLIVER   CERNUDA GARCIA, CARLOS   ARROSPIDE, ARANTZAZU   IRUIN, ÁLVARO   LARRAÑAGA URIBEETXEBERRIA, IGOR   TAINTA, MIKEL   EZPELETA GALLASTEGI, ENAITZ   ALBERDI ARAMENDI, ANE  

    On the Relevance of Preprocessing in Predictive Maintenance for Dynamic Systems

    LIBRO_CAPITULO  |  Predictive Maintenance in Dynamic Systems. Advanced Methods, Decision Support Tools and Real-World Applications. Editors, E. Lughofer, M. Sayed-Mouchaweh. Springer. Pp. 253-93. First online 01 March,

    Year: 2019  |  ISBN/ISSN: Online 9783030056452

    Author: CERNUDA GARCIA, CARLOS  

    Calibration model maintenance in melamine resin production: Integrating drift detection, smart sample selection and model adaptation

    ARTICULO  |  Analytica Chimica Acta. Vol. 1013. Pp. 1-12. 12 July,

    Year: 2018  |  ISBN/ISSN: Online 18734324

    Author: NIKZAD-LANGERODI, RAMIN   LUGHOFER, EDWIN   CERNUDA GARCIA, CARLOS   REISCHER, THOMAS   KANTNER, WOLFGANG   PAWLICZEK, MARCIN   BRANDSTETTER, MARKUS  

    Improved quantification of important beer quality parameters based on nonlinear calibration methods applied to FT-MIR spectra

    ARTICULO  |  Analytical and Bioanalytical Chemistry. Vol. 409. Nº 3. Pp. 841–857. January,

    Year: 2017  |  ISBN/ISSN: Online 16182650

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   KLEIN, HELMUT   FORSTER, CLEMENS   PAWLICZEK, MARCIN   BRANDSTETTER, MARKUS  

    Self-adaptive non-linear methods for improved multivariate calibration in Chemical processes

    ARTICULO  |  Lenzinger Berichte. Special issue Autumn. Vol. 92-1. Pp. 12 - 32. Lenzing AG,

    Year: 2015

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   ROEDER, THOMAS   MAERZINGER, WOLFGANG   REISCHER, THOMAS   PAWLICZEK, MARCIN   BRANDSTETTER, MARKUS  

    Generalized smart evolving fuzzy systems

    ARTICULO  |  Evolving Systems. Vol. 6. Nº 4. Pp. 269–292. December,

    Year: 2015  |  ISBN/ISSN: Online 18686486

    Author: LUGHOFER, EDWIN   CERNUDA GARCIA, CARLOS   KINDERMANN, STEFAN   PRATAMA, MAHARDHIKA  

    Dynamically Slided Chemometric Models for Robust On-line Prediction of Cloud Point in Melamine Resin Production

    COMUNICACION_CONGRESO  |  Conferentia Chemometrica (CC). Budapest. 13-16 September,

    Year: 2015

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   REISCHER, THOMAS   KANTNER, WOLFGANG   PAWLICZEK, MARCIN   BRANDSTETTER, MARKUS  

    Incremental and Decremental Active Learning for Optimized Self-Adaptive Calibration in Viscose Production

    ARTICULO  |  Chemometrics and Intelligent Laboratory Systems. Vol. 138. Pp. 14-29. 15 November,

    Year: 2014  |  ISBN/ISSN: Online 18733239

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   MAYR, GEORG   ROEDER, THOMAS   HINTENAUS, PETER   MAERZINGER, WOLFGANG   KASBERGER, JURGEN  

    Enhanced genetic operators design for waveband selection in multivariate calibration based on NIR spectroscopy

    ARTICULO  |  Journal of Chemometrics. Vol. 28. Nº 2. Pp. 123-136. February,

    Year: 2014  |  ISBN/ISSN: Online 1099128X

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   HINTENAUS, PETER   MÄRZINGER, WOLFGANG  

    Hybrid adaptive calibration methods and ensemble strategy for prediction of cloud point in melamine resin production

    ARTICULO  |  Chemometrics and Intelligent Laboratory Systems. Vol. 126. Pp. 60-75. 15 July,

    Year: 2013  |  ISBN/ISSN: Online 18733239

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   HINTENAUS, PETER   REISCHER, THOMAS   PAWLICZEK, MARCIN   MAERZINGER, WOLFGANG   KASBERGER, JURGEN  

    Evolving chemometric models for predicting dynamic process parameters in viscose production

    ARTICULO  |  Analytica Chimica Acta. Vol. 725. Pp. 22-38. 6 May,

    Year: 2012  |  ISBN/ISSN: Online 18734324

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   SUPPAN, LISBETH   ROEDER, THOMAS   SCHMUCK, ROMAN   HINTENAUS, PETER   MAERZINGER, WOLFGANG   KASBERGER, JURGEN  

    NIR-based quantification of process parameters in polyetheracrylat (PEA) production using flexible non-linear fuzzy systems

    ARTICULO  |  Chemometrics and Intelligent Laboratory Systems. Vol. 109. Nº 1. Pp. 22-33. 15 November,

    Year: 2011  |  ISBN/ISSN: Online 18733239

    Author: CERNUDA GARCIA, CARLOS   LUGHOFER, EDWIN   MAERZINGER, WOLFGANG   KASBERGER, JURGEN  

    Técnicas de inteligencia artificial para detectar piezas defectuosas

    COMPETITIVO

    Start Date:  2018-03-01  |  End Date:  2019-12-31

    Financing: Gobierno Vasco

    Participation: EDERTEK, S. COOP.;MONDRAGON GOI ESKOLA POLITEKNIKOA JOSE Mª ARIZMENDIARRIETA, S. COOP.

    Author: CERNUDA GARCIA, CARLOS (INVEST)   AGUIRRE ORTUZAR, AITOR (INVEST)   ZUGASTI URIGUEN, EKHI (INVEST)   EZPELETA GALLASTEGI, ENAITZ (INVEST)   Zurutuza Ortega, Urko (INVEST)  

    Solución Integral de Analítica Avanzada de Datos para una Gestión y Asistencia Sanitaria Óptima

    CONTRATO

    Start Date:  2018-02-06  |  End Date:  2018-12-31

    Financing: Gobierno Vasco

    Participation: LKS, S.COOP.

    Author: CERNUDA GARCIA, CARLOS (INVEST)   ALBERDI ARAMENDI, ANE (INVEST)   EZPELETA GALLASTEGI, ENAITZ (INVEST)   BASAGOITI ASTIGARRAGA, ROSARIO MARIA (INVEST)  

    Thesis made

    Técnicas avanzadas de data mining y machine learning para el modelado quimiométrico

    Reading date:  2014-09-09

    Director: Erich Peter Klement

    Author: CERNUDA GARCIA, CARLOS  

    Directed thesis

    Deep learning vision approach for semi-supervised defect detection in manufacturing industry

    Reading date: 

    Author: Intxausti Arbaiza, Eneko

    Director: CERNUDA GARCIA, CARLOS   ZUGASTI URIGUEN, EKHI