Research and transfer groups
CERNUDA GARCIA, CARLOS
Belongs to the group: Data analysis and cybersecurity
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
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 |