Ikerketa eta Transferentzia taldeak
CERNUDA GARCIA, CARLOS
Dagokion taldea: Datuen analisia eta zibersegurtasuna
Izen abizenak: CARLOS CERNUDA GARCIA
Herritartasuna: Espainia
Harremanetarako Telefonoa: 943794700
Kontaktatu
Formakuntza
Doktoregoa
- Programa de Doctorado en Ciencias de la Ingeniería, Técnicas avanzadas de data mining y machine learning para el modelado quimiométrico, Johannes Kepler Universität Linz, 2014
Lizentziatua, Ingeniaria, Gradua, Arkitektoa
- Licenciatura en Matemáticas, Universidad de Oviedo, 2009
Graduondoa
- 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
Egungo lan egoera
- Erakundea: Mondragon Unibertsitatea
- Zentroa: Goi Eskola Politeknikoa
- Departamentua: Elektronika eta Informatika
- Ezagutza arloa: Ingeniería telemática
- Maila/Lanpostua: Personal Docente Investigador
- Ikerketa taldea: Datuen analisia eta zibersegurtasuna
Txostenak kongresuetan/Konferentziak
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, Urtea: 2020 Egileak: 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, Urtea: 2020 Egileak: 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, Urtea: 2018 Egileak: Carlos Cernuda García |
Ensemble Adaptive Non-Linear Models in Multivariate Calibration SciX - Scientific Exchange. Atlanta, GA. 21-26 October, Urtea: 2018 Egileak: 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, Urtea: 2016 Egileak: 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, Urtea: 2015 Egileak: 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, Urtea: 2015 Egileak: 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, Urtea: 2015 Egileak: 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, Urtea: 2020 Egileak: 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, Urtea: 2016 Egileak: Carlos Cernuda García |
Aurreko jarduera profesionala
Basque Center for Applied Mathematics (BCAM) Hasiera data: 2016/05/16 | Bukaera data: 2018/11/30 |
Johannes Kepler Universität Linz (Austria) Hasiera data: 2014/09/10 | Bukaera data: 2016/04/30 |
Johannes Kepler Universität Linz (Austria) Hasiera data: 2015/03/01 | Bukaera data: 2016/04/30 |
Johannes Kepler Universität Linz (Austria) Hasiera data: 2010/09/15 | Bukaera data: 2014/09/09 |
Hizkuntzen ezagutza
- Alemaniera (B1)
- Ingelesa (C1)
FORMAKUNTZA
IRAKASKUNTZAREN JARDUERA
Emandako irakasgaiak
DATUEN ANALITIKA Ikasturtea: 2019/2020 | Kred.: 3.0 | Titulua: ROBOTIKA ETA KONTROL SISTEMETAKO UNIBERTSITATE MASTERRA |
INFORMAZIO ETA KOMUNIKAZIOAREN TEKNOLOGIA Ikasturtea: 2019/2020 | Kred.: 3.0 | Titulua: INDUSTRIA ELEKTRONIKAKO INGENIARITZA GRADUA |
IKASKETA AUTOMATIKOA Ikasturtea: 2019/2020 | Kred.: 3.0 | Titulua: DATUEN ANALISIA, ZIBERSEGURTASUNA ETA HODEI-KONPUTAZIOA |
AURREKO LAN ESPERIENTZIA
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, Urtea: 2021 | ISBN/ISSN: 978-84-09-30514-8 Egilea: 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 Urtea: 2021 | ISBN/ISSN: 1888-9891 Egilea: 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, Urtea: 2021 | ISBN/ISSN: 978-1-6654-4139-1 online Egilea: 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, Urtea: 2021 | ISBN/ISSN: 978-1-7281-5730-6 online Egilea: 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, Urtea: 2020 | ISBN/ISSN: 978-1-7281-8956-7 Egilea: 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, Urtea: 2020 | ISBN/ISSN: 978-1-7281-6932-3 Egilea: 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, Urtea: 2020 | ISBN/ISSN: 978-1-7281-8956-7 Egilea: 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, Urtea: 2020 | ISBN/ISSN: 1875-8908 Online Egilea: 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, Urtea: 2019 | ISBN/ISSN: Online 9783030056452 Egilea: 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, Urtea: 2018 | ISBN/ISSN: Online 18734324 Egilea: 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, Urtea: 2017 | ISBN/ISSN: Online 16182650 Egilea: 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, Urtea: 2015 Egilea: 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, Urtea: 2015 | ISBN/ISSN: Online 18686486 Egilea: 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, Urtea: 2015 Egilea: 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, Urtea: 2014 | ISBN/ISSN: Online 18733239 Egilea: 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, Urtea: 2014 | ISBN/ISSN: Online 1099128X Egilea: 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, Urtea: 2013 | ISBN/ISSN: Online 18733239 Egilea: 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, Urtea: 2012 | ISBN/ISSN: Online 18734324 Egilea: 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, Urtea: 2011 | ISBN/ISSN: Online 18733239 Egilea: CERNUDA GARCIA, CARLOS LUGHOFER, EDWIN MAERZINGER, WOLFGANG KASBERGER, JURGEN |
Técnicas de inteligencia artificial para detectar piezas defectuosas COMPETITIVO Hasiera Data: 2018-03-01 | Amaiera Data: 2019-12-31 Finantzaketa: Gobierno Vasco Parte-hartzea: EDERTEK, S. COOP.;MONDRAGON GOI ESKOLA POLITEKNIKOA JOSE Mª ARIZMENDIARRIETA, S. COOP. Egilea: 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 Hasiera Data: 2018-02-06 | Amaiera Data: 2018-12-31 Finantzaketa: Gobierno Vasco Parte-hartzea: LKS, S.COOP. Egilea: CERNUDA GARCIA, CARLOS (INVEST) ALBERDI ARAMENDI, ANE (INVEST) EZPELETA GALLASTEGI, ENAITZ (INVEST) BASAGOITI ASTIGARRAGA, ROSARIO MARIA (INVEST) |
Egindako tesiak
Técnicas avanzadas de data mining y machine learning para el modelado quimiométrico Irakurtze data: 2014-09-09 Zuzendaria: Erich Peter Klement Egilea: CERNUDA GARCIA, CARLOS |
Zuzendutako tesiak
Deep learning vision approach for semi-supervised defect detection in manufacturing industry Irakurtze data: Egilea: Intxausti Arbaiza, Eneko Zuzendaria: CERNUDA GARCIA, CARLOS ZUGASTI URIGUEN, EKHI |