Person

FH-Prof. PD DI Dr. Stephan Winkler

Genetische Programmierung, Maschinelles Lernen, Bioinformatik, Systemidentifikation

Ausbildung

Johannes Kepler Universität Linz
Mai 2018 - dato
Johannes Kepler Universität Linz, Dr. techn.
Okt. 2004 - Feb. 2008
Johannes Kepler Universität Linz, Informatik, Dipl.-Ing.
Okt. 1999 - Sep. 2004
Gymnasium Petrinum Linz, Humanistisches Gymnasium
Sep. 1990 - Juni 1998

Berufliche Laufbahn & Aktivitäten

Johannes Kepler Universität Linz, Institut für Symbolisches Rechnen , Lektor
Okt. 2009 - dato
FH OÖ, Studiengang für Medizin- und Bioinformatik , Professor für Bioinformatik
Feb. 2009 - dato
Research Center Hagenberg, FWF-Projekt "GP-Based Techniques for the Design of Virtual Sensors" , Wissenschaftlicher Mitarbeiter
Feb. 2006 - Jan. 2009
Linz Center of Mechatronics, F&E , Wissenschaftlicher Mitarbeiter
Feb. 2005 - Jan. 2006
Johannes Kepler Universität Linz, Institut für Design und Regelung Mechatronischer Systeme , Wissenschaftlicher Mitarbeiter
Okt. 2004 - Feb. 2006
Johannes Kepler Universität Linz, Institut für Systemtheorie und Simulation , Tutor
März 2003 - Juni 2004
Altenbetreuungsschule des Landes OÖ, Software Consultant , Programmierer
Juli 2000 - Dez. 2011
Programmierfabrik Hagenberg, Freier Mitarbeiter , Programmierer
Apr. 1999 - Sep. 1999

Forschungsinteressen

  • Bioinformatik
  • Maschinelles Lernen
  • Genetische Programmierung
  • Systemidentifikation
2019
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - MS Ana: A spectral library search engine optimized for high-accuracy fragment ion data - Proceedings of the 2019 EuBIC Winter School on proteomics bioinformatics,… mehr
2018
J. Hidalgo, J. Colmenar, J. Velasco, G. K. Kronberger, S. M. Winkler, O. Garnica, J. Lanchares - Identification of Models for Glucose Blood Values in Diabetics by Grammatical Evolution in Handbook of Grammatical… mehr
2018
B. Burlacu, M. Affenzeller, M. Kommenda, G. K. Kronberger, S. M. Winkler - Schema Analysis in Tree-based Genetic Programming in Genetic Programming in Theory and Practice XV (Contributions to Book: Part/Chapter/Section… mehr
2018
G. K. Kronberger, M. Kommenda, E. Lughofer, S. Saminger-Platz, A. Promberger, F. Nickel, S. M. Winkler, M. Affenzeller - Using robust generalized fuzzy modeling and enhanced symbolic regression to model… mehr
2018
S. M. Winkler, M. Affenzeller, S. Winkler, G. K. Kronberger, M. Kommenda, P. Fleck - Similarity-based Analysis of Population Dynamics in Genetic Programming Performing Symbolic Regression in Genetic Programming… mehr
2017
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - PhoStar: Identifying Tandem Mass Spectra of Phosphorylated Peptides before Database Search - Journal of Proteome Research, 2017 mehr
2017
M. Affenzeller, S. M. Winkler, B. Burlacu, G. K. Kronberger, M. Kommenda, S. Wagner - Dynamic Observation of Genotypic and Phenotypic Diversity for Different Symbolic Regression GP variants - GECCO '17:… mehr
2017
B. Plochberger, M. Brodesser, F. Hauser, J. Breuss, C. Gabriel, J. Jacak, S. M. Winkler, D. M. Borgmann, A. Hangler, M. Aspetsberger, L. Bindreiter - A Fast and Reliable Online-System for Platelet Viability… mehr
2017
B. Plochberger, M. Brodesser, F. Hauser, M. Axmann, J. Jacak, S. M. Winkler, L. Bindreiter, M. Aspetsberger - A Fast and Reliable Online-System for Platelet Viability Studies - ÖGMBT Meeting 2017, Innsbruck… mehr
2017
J. Hidalgo, J. Colmenar, G. K. Kronberger, S. M. Winkler, O. Garnica, J. Lanchares - Data Based Prediction of Blood Glucose Concentrations Using Evolutionary Methods - JOURNAL OF MEDICAL SYSTEMS, Vol.… mehr
2017
G. K. Kronberger, B. Burlacu, M. Kommenda, S. M. Winkler, M. Affenzeller - Measures for the Evaluation and Comparison of Graphical Model Structures - Lecture Notes in Computer Science 10671, Las Palmas… mehr
2017
S. Mayr, M. Brodesser, F. Hauser, J. Breuss, M. Aspetsberger, D. M. Borgmann, S. M. Winkler, C. Gabriel, E. Priglinger, J. Jacak, B. Plochberger - A FAST AND RELIABLE ONLINE-SYSTEM FOR PLATELET VIABILITY… mehr
2017
M. Affenzeller, B. Burlacu, S. M. Winkler, M. Kommenda, G. K. Kronberger, S. Wagner - Offspring Selection Genetic Algorithm Revisited: Improvements in Efficiency by Early Stopping Criteria in the Evaluation… mehr
2017
B. Burlacu, M. Affenzeller, M. Kommenda, G. K. Kronberger, S. M. Winkler - Analysis of Schema Frequencies in Genetic Programming - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien,… mehr
2017
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - Identifying tandem mass spectra of phosphorylated peptides before database search using machine-learning - Proceedings of the 2017 EuBIC Winter School… mehr
2016
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - Identifying tandem mass spectra of phosphorylated peptides before database search using machine-learning - Proceedings of the Austrian Proteomics Research… mehr
2016
S. Mayr, D. M. Borgmann, H. Polin, S. Schaller, T. Endmayr, L. Obritzberger, V. Dorfer, C. Gabriel, S. M. Winkler, J. Jacak - Classification of Rhesus D Antigen Expression at Single Molecule Level by High-Resolution… mehr
2016
D. M. Borgmann, S. Mayr, H. Polin, S. Schaller, V. Dorfer, L. Obritzberger, T. Endmayr, C. Gabriel, S. M. Winkler, J. Jacak - Single Molecule Fluorescence Microscopy and Machine Learning for Rhesus D Antigen… mehr
2016
M. Kommenda, G. K. Kronberger, M. Affenzeller, S. M. Winkler, B. Burlacu - Evolving Simple Symbolic Regression Models by Multi-objective Genetic Programming in Genetic Programming Theory and Practice XIII… mehr
2016
E. Lughofer, G. K. Kronberger, M. Kommenda, S. Saminger-Platz, A. Promberger, F. Nickel, S. M. Winkler, M. Affenzeller - Robust Fuzzy Modeling and Symbolic Regression for Establishing Accurate and Interpretable… mehr
2016
J. Sendra, S. M. Winkler - A Heuristic and Evolutionary Algorithm to Optimize the Coefficients of Curve Parametrizations - Journal of Computational and Applied Mathematics, 2016, pp. 18-35 mehr
2016
B. Plochberger, M. Brodesser, F. Hauser, S. Mayr, J. Jacak, D. M. Borgmann, S. M. Winkler, L. Bindreiter, A. Hangler, M. Aspetsberger - Blood cell viability study via real-time image analysis exemplified… mehr
2015
S. Mayr, D. M. Borgmann, H. Polin, S. Schaller, C. Gabriel, J. Jacak, S. M. Winkler - Characterization of Rare Aberrant D Antigens on Erythrocyte Cell Surfaces using Single Molecule Fluorescence Microscopy… mehr
2015
S. Schaller, J. Weinberger, R. Jimenez-Heredia, M. Danzer, R. Oberbauer, C. Gabriel, S. M. Winkler - ImmunExplorer (IMEX): a software framework for diversity and clonality analyses of immunoglobulins and… mehr
2015
M. Affenzeller, A. Beham, S. Vonolfen, E. Pitzer, S. M. Winkler, S. Hutterer, M. Kommenda, M. Kofler, G. K. Kronberger, S. Wagner - Simulation-Based Optimization with HeuristicLab in Applied Simulation… mehr
2015
A. Beham, J. Fechter, M. Kommenda, S. Wagner, S. M. Winkler, M. Affenzeller - Optimization Strategies for Integrated Knapsack and Traveling Salesman Problems - Lecture Notes in Computer Science LNCS 9520,… mehr
2015
M. Danzer, J. Weinberger, R. Jimenez-Heredia, S. Schaller, S. Süssner, S. M. Winkler, J. Sunzenauer, R. Oberbauer, H. Steitzer, C. Gabriel - Profiling the T- and B-cell receptor repertoire of a patient… mehr
2015
M. Kommenda, M. Affenzeller, G. K. Kronberger, B. Burlacu, S. M. Winkler - Multi-Population Genetic Programming with Data Migration for Symbolic Regression in Computational Intelligence and Efficiency… mehr
2015
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - Detailed Analysis of Clonality, Diversity, and Gene Frequency Distributions in B- & T-Cell Receptors based on NGS Data - Proceedings of the VIB Conference… mehr
2015
L. Obritzberger, D. M. Borgmann, S. Schaller, V. Dorfer, A. Lindenmair, S. Wolbank, S. Hennerbichler, H. Redl, S. M. Winkler - Prediction of Stem Cell Differentiation in Human Amniotic Membrane Microscopy… mehr
2015
D. M. Borgmann, P. Lanzerstorfer, V. Stadlbauer, U. Müller, S. M. Winkler, J. Weghuber - Bioinformatic analysis of total internal reflection fluorescence microscopy (TIRFM) data in the context of type… mehr
2015
L. Obritzberger, D. M. Borgmann, S. Schaller, V. Dorfer, A. Lindenmair, S. Wolbank, H. Redl, S. M. Winkler - Prediction of Mineralization Degree in Human Amniotic Membrane Using Image Processing Techniques… mehr
2015
J. Jacak, S. Schaller, D. M. Borgmann, S. M. Winkler - Characterization of the Distance Relationship Between Localized Serotonin Receptors and Glia Cells on Fluorescence Microscopy Images of Brain Tissue… mehr
2015
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - Modelling States of Human Adaptive Immune Systems by Analyzing B- and T-Cell Receptors using Machine Learning - Lecture Notes in Computer Science… mehr
2015
S. Schaller, J. Weinberger, R. Jimenez-Heredia, M. Danzer, S. M. Winkler - ImmunExplorer (IMEX): A detailed analysis of the health status of the immune system using NGS immunoglobulin and T cell receptor… mehr
2015
S. M. Winkler, S. Schaller, D. M. Borgmann, V. Dorfer, M. Affenzeller, J. Jacak, H. Redl, J. Weghuber - Identification and classification of objects and motions in microscopy images of biological samples… mehr
2015
G. K. Kronberger, M. Kommenda, S. M. Winkler, M. Affenzeller - Using Contextual Information in Sequential Search for Grammatical Optimization Problems - Lecture Notes in Computer Science LNCS 9520, Las… mehr
2015
V. Dorfer, S. Maltsev, S. M. Winkler, K. Mechtler - Chimeric MS/MS Spectra Identification using MS Amanda - Proceedings of 63rd ASMS Conference on Mass Spectrometry and Allied Topics (ASMS 2015), St. Louis,… mehr
2015
D. M. Borgmann, S. Mayr, H. Polin, L. Obritzberger, S. Schaller, V. Dorfer, J. Jacak, S. M. Winkler - Classifying Human Blood Samples Using Characteristics of Single Molecules and Cell Structures on Microscopy… mehr
2015
S. M. Winkler, G. K. Kronberger, M. Kommenda, S. Fink, M. Affenzeller - Dynamics of Predictability and Variable Influences Identified in Financial Data Using Sliding Window Machine Learning - Lecture Notes… mehr
2015
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, B. Burlacu, S. Wagner - Sliding Window Symbolic Regression for Detecting Changes of System Dynamics in Genetic Programming Theory and Practice… mehr
2015
B. Burlacu, M. Affenzeller, S. M. Winkler, M. Kommenda, G. K. Kronberger - Methods for Genealogy and Building Blocks Analysis in Genetic Programming in Computational Intelligence and Efficiency in Engineering… mehr
2015
V. Dorfer, S. Maltsev, S. Dreiseitl, K. Mechtler, S. M. Winkler - A Symbolic Regression Based Scoring System Improving Peptide Identifications for MS Amanda - Proceedings of the 11th GECCO Workshop on… mehr
2015
M. Kommenda, S. M. Winkler - Parameter Identification for Simulation Models by Heuristic Optimization - Tagungsband FFH 2015, Hagenberg, Österreich, 2015, pp. 5 mehr
2014
S. Wagner, G. K. Kronberger, A. Beham, M. Kommenda, A. Scheibenpflug, E. Pitzer, S. Vonolfen, M. Kofler, S. M. Winkler, V. Dorfer, M. Affenzeller - Architecture and Design of the HeuristicLab Optimization… mehr
2014
W. Jacak, K. Pröll, S. M. Winkler - Neural Networks based Feature Selection in Biological Data Analysis in Advanced Methods and Applications in Computational Intelligence (Contributions to Book: Part/Chapter/Section… mehr
2014
J. Weinberger, R. Jimenez-Heredia, S. Schaller, M. Danzer, J. Sunzenauer, S. Süssner, H. Polin, S. M. Winkler, R. Oberbauer, C. Gabriel - Next-generation sequencing based receptor repertoire analysis… mehr
2014
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - On the Identification of Virtual Tumor Markers and Tumor Diagnosis Predictors Using Evolutionary Algorithms… mehr
2014
P. Lanzerstorfer, J. Wruss, S. Huemer, A. Steininger, U. Müller, M. Himmelsbach, D. M. Borgmann, S. M. Winkler, O. Höglinger, J. Weghuber - Bioanalytical Characterization of Apple Juice from 88 Grafted… mehr
2014
V. Stadlbauer, P. Lanzerstorfer, D. M. Borgmann, J. Wruss, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Total Internal Reflection Fluorescence (TIRF) Microscopy Guided Quantification of GLUT4… mehr
2014
M. Kommenda, M. Affenzeller, B. Burlacu, G. K. Kronberger, S. M. Winkler - Genetic Programming with Data Migration for Symbolic Regression - Companion Publication of the 2014 Genetic and Evolutionary Computation… mehr
2014
S. M. Winkler, S. Schaller, V. Dorfer, M. Affenzeller, G. Petz, M. Karpowicz - Data-based prediction of sentiments using heterogeneous model ensembles - Soft Computing, 2014, pp. 12 mehr
2014
M. Affenzeller, S. M. Winkler, G. K. Kronberger, M. Kommenda, B. Burlacu, S. Wagner - Gaining Deeper Insights in Symbolic Regression in Genetic Programming Theory and Practice XI (Contributions to Book:… mehr
2014
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - ImmunExplorer: A Framework for NGS-based Characterization and Visualization of the Human Immune System - Proceedings of the 22nd Annual International… mehr
2014
P. Lanzerstorfer, V. Stadlbauer, D. M. Borgmann, J. Wruss, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Identification of Novel Insulin Mimetic Drugs by Quantitative TIRF Microscopy - Biophysical… mehr
2014
P. Lanzerstorfer, V. Stadlbauer, L. Chtcheglova, R. Haselgrübler, D. M. Borgmann, J. Wruss, P. Hinterdorfer, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Identification of novel insulin mimetic… mehr
2014
S. Schaller, J. Weinberger, M. Danzer, C. Gabriel, R. Oberbauer, S. M. Winkler - Mathematical Modeling of the Diversity in Human B and T Cell Receptors using Machine Learning - Proceedings of the 26th… mehr
2014
L. Obritzberger, S. Schaller, V. Dorfer, C. Loimayr, S. Hennerbichler, S. M. Winkler - Identification of Endothelial Cell Morphology in Cornea Using Evolution Strategies - Proceedings of the 26th European… mehr
2014
V. Dorfer, P. Pichler, T. Stranzl, J. Stadlmann, T. Taus, S. M. Winkler, K. Mechtler - MS Amanda, a Universal Identification Algorithm Optimized for High Accuracy Tandem Mass Spectra - Journal of Proteome… mehr
2014
V. Dorfer, P. Pichler, T. Stranzl, S. M. Winkler, K. Mechtler - MS Amanda Stand-Alone for Integration in Proteomics Workflows - Proceedings of 62rd ASMS Conference on Mass Spectrometry and Allied Topics… mehr
2014
V. Dorfer, P. Pichler, T. Stranzl, G. Dürnberger, S. M. Winkler, K. Mechtler - A Standalone Version of MS Amanda for Integration into Proteomics Workflows - Proceedings of the 13th Human Proteome Organization… mehr
2014
V. Dorfer, G. Dürnberger, S. M. Winkler, K. Mechtler - Searching Chimeric MS/MS Spectra with MS Amanda - Proceedings of the 12th Austrian Proteomic Research Symposium (APRS 2014), Salzburg, Österreich,… mehr
2014
P. Lanzerstorfer, J. Wruss, S. Huemer, A. Steininger, U. Müller, M. Himmelsbach, D. M. Borgmann, S. M. Winkler, O. Höglinger, J. Weghuber - Bioanalytical characterization of apple juice from 88 grafted… mehr
2013
S. Schaller, J. Jacak, M. Sams, S. M. Winkler - Statistical Analysis of the Relationship between Spots and Structures in Microscopy Images - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran… mehr
2013
S. M. Winkler, M. Affenzeller, H. Stekel - An Integrated Clustering an Classification Approach for the Analysis of Tumor Patient Data - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria,… mehr
2013
M. Kommenda, G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner - Effects of Constant Optimization by Nonlinear Least Squares Minimization in Symbolic Regression - Companion Publication of the… mehr
2013
B. Burlacu, M. Affenzeller, M. Kommenda, S. M. Winkler, G. K. Kronberger - Visualization of Genetic Lineages and Inheritance Information in Genetic Programming - Companion Publication of the 2013 Genetic… mehr
2013
M. Affenzeller, S. M. Winkler, H. Stekel, S. Forstenlechner, S. Wagner - Improving the Accuracy of Cancer Prediction by Ensemble Confidence Evaluation - Lecture Notes in Computer Science LNCS 8111, Las… mehr
2013
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - MS Amanda: A Novel Algorithm for the Identification of High Accuracy Tandem Mass Spectrometry Data - Proceedings of 11th Austrian Proteomic Research… mehr
2013
W. Jacak, K. Pröll, S. M. Winkler - Cross classification approach for feature selection - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spanien, 2013, pp. 52-58 mehr
2013
S. Schaller, J. Jacak, P. Bettelheim, D. Gschwandtner, S. M. Winkler - Analyzing Motion Characteristics of Single Molecules for Providing Evidence of PNH in Microscopy Images - Proceedings of the 21st… mehr
2013
S. Schaller, J. Jacak, D. Gschwandtner, P. Bettelheim, S. M. Winkler - Identification of PNH Affected Cells by Classifying Motion Characteristics of Single Molecules - Proceedings of the International… mehr
2013
S. M. Winkler, M. Affenzeller, H. Stekel - Evolutionary Identification of Cancer Predictors Using Clustered Data - Companion Publication of the 2013 Genetic and Evolutionary Computation Conference, GECCO'13… mehr
2013
M. Kommenda, M. Affenzeller, G. K. Kronberger, S. M. Winkler - Nonlinear Least Squares Optimization of Constants in Symbolic Regression - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran… mehr
2013
J. Jacak, S. Schaller, M. Sams, D. M. Borgmann, R. Silye, S. M. Winkler - Spatial Analysis Approach for the Classification of Localization Microscopy Images - Linz Winter School 2013, Linz, Österreich,… mehr
2013
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - MS Amanda: A Novel Algorithm for the Identification of High Accuracy Tandem Mass Spectrometry Data - Proceedings of 61st ASMS Conference on Mass Spectrometry… mehr
2012
B. Burlacu, M. Affenzeller, M. Kommenda, S. M. Winkler, G. K. Kronberger - Evolution Tracking in Genetic Programming - Proceedings of the 24th European Modeling and Simulation Symposium EMSS 2012, Vienna,… mehr
2012
M. Kommenda, G. K. Kronberger, S. Wagner, S. M. Winkler, M. Affenzeller - On the Architecture and Implementation of Tree-based Genetic Programming in HeuristicLab - Companion Publication of the 2012 Genetic… mehr
2012
H. Fürschuß, G. Petz, P. Faschang, S. Schaller, S. M. Winkler, V. Dorfer - Qualitative Bedarfserhebung an Opinion Mining Tools im Web 2.0 - Tagungsband des 6. Forschungsforums der österreichischen… mehr
2012
D. Borgmann, J. Weghuber, S. Schaller, J. Jacak, S. M. Winkler - Identification of Patterns in Microscopy Images of Biological Samples using Evolution Strategies - Proceedings of the 24th European Modeling… mehr
2012
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Variable Interaction Networks in Medical Data - Proceedings of the 24th European Modeling and Simulation Symposium… mehr
2012
M. Affenzeller, S. M. Winkler, S. Forstenlechner, G. K. Kronberger, M. Kommenda, S. Wagner, H. Stekel - Enhanced Confidence Interpretations of GP-based Ensemble Modeling Results - Proceedings of the 24th… mehr
2012
S. Schaller, S. M. Winkler, J. Weghuber, M. Sams, J. Jacak - µDetect: Design of a Framework for Optimized Structure Analysis in Fluorescence Microscopy Images - Tagungsband des 6. Forschungsforums der… mehr
2012
S. M. Winkler, M. Affenzeller, H. Stekel - Analysis of the Relevance of Blood Parameters and Virtual Tumor Markers in Tumor Diagnosis Prediction - Proceedings of IEEE APCAST'12 Conference, Sydney,… mehr
2012
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Data Based Prediction of Tumor Diagnoses and the Role of Tumor Markers - Proceedings of the 20th Annual International Conference on Intelligent Systems… mehr
2012
S. Schaller, J. Jacak, D. M. Borgmann, J. Weghuber, S. M. Winkler - An Image Analysis Suite for Automated Spot Detection in Cellular and Nano Structures of Microscopy Images - Proceedings of the 20th Annual… mehr
2012
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - Identifying HCD & ETD spectra – a new approach - Proceedings of the 10th Austrian Proteomic Research Symposium, Graz, Österreich, 2012 mehr
2012
G. Petz, M. Karpowicz, H. Fürschuß, A. Auinger, S. M. Winkler, S. Schaller, A. Holzinger - On Text Preprocessing for Opinion Mining Outside of Laboratory Environments - Active Media Technology, Macau,… mehr
2012
M. Kommenda, G. K. Kronberger, C. Feilmayr, L. Schickmair, M. Affenzeller, S. M. Winkler, S. Wagner - Application of Symbolic Regression on Blast Furnace and Temper Mill Datasets - LECTURE NOTES IN COMPUTER… mehr
2012
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based… mehr
2011
M. Affenzeller, S. M. Winkler, W. Jacak, H. Stekel - Cancer Prediction Models Based on Blood Data with and without Tumor Marker Information - Jahrestagung 2011 der Deutschen, Österreichischen und Schweizerischen… mehr
2011
M. Affenzeller, C. Fischer, G. K. Kronberger, S. M. Winkler, S. Wagner - New Genetic Programming Hypothesis Search Strategies for Improving the Interpretability in Medical Data Mining Applications - Proccedings… mehr
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Data Based Identification of Estimation Models for Tumor Markers Using Evolutionary Computation - Proceedings… mehr
2011
V. Dorfer, S. M. Winkler, T. Kern, G. Petz, P. Faschang - Analysis of Single-Objective and Multi-Objective Evolutionary Algorithms in Keyword Cluster Optimization - Proceedings of International Conference… mehr
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based… mehr
2011
S. Wagner, M. Affenzeller, A. Beham, G. K. Kronberger, S. M. Winkler - Mutationseffekte in genetischen Algorithmen mit Offspring Selection zur Lösung kombinatorischer Optimierungsprobleme - Tagungsband… mehr
2011
S. Wagner, A. Beham, G. K. Kronberger, M. Kommenda, E. Pitzer, M. Kofler, S. Vonolfen, S. M. Winkler, V. Dorfer, M. Affenzeller - HeuristicLab 3.3: Ein erweiterbares und flexibles Softwaresystem für heuristische… mehr
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Identification of Cancer Diagnosis Estimation Models Using Evolutionary Algorithms - A Case Study for Breast Cancer, Melanoma, and Cancer in the Respiratory… mehr
2011
P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - Vorgehensmodell für Opinion Mining im Web 2.0 - Tagungsband FFH 2011 (5. Forschungsforum der österreichischen Fachhochschulen), Wien (Favoriten),… mehr
2011
M. Affenzeller, S. Wagner, S. M. Winkler, A. Beham - Analysis of Allele Distribution Dynamics in Different Genetic Algorithms in Recent Advances in Intelligent Engineering Systems (Contributions to Book:… mehr
2011
P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - An Approach to Mining Consumer's Opinion on the Web - Proceedings of the 13th International Conference on Computer Aided Systems Theory (EUROCAST… mehr
2011
S. M. Winkler, M. Affenzeller, S. Wagner - Analysis of the Effects of Enhanced Selection Concepts for Genetic Programming Based Structure Identification Using Fine-Grained Population Diversity Estimation… mehr
2011
V. Dorfer, S. M. Winkler, T. Kern, S. Blank, G. Petz, P. Faschang - On the Performance of Evolutionary Algorithms in Biomedical Keyword Clustering - Proceedings of the Genetic and Evolutionary Computation… mehr
2011
V. Dorfer, S. M. Winkler, T. Kern, S. Blank, G. Petz, P. Faschang - Keyword Clustering in Biomedical Information Retrieval Using Evolutionary Algorithms - Proceedings of the 19th Annual International Conference… mehr
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Data Based Prediction of Classification of Tumor Markers AFP, CA-125, CA15-3, CEA, CYFRA, and PSA. - Journal of Clinical Chemistry and Laboratory Medicine,… mehr
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - On the Use of Estimated Tumor Marker Classifications in Tumor Diagnosis Prediction - A Case Study for Breast… mehr
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Heuristic Tumor Markers - Data Based Identification of Classification Models for Tumor Markers. - Jahrestagung 2011 der Deutschen, Österreichischen… mehr
2011
P. Faschang, G. Petz, M. Wimmer, V. Dorfer, S. M. Winkler - Evaluation of Tools for Opinion Mining - Proceedings of the 2011 international Conference on E-Learning, E-Business, Enterprise Information Systems… mehr
2010
S. M. Winkler, S. Auer, M. Affenzeller - Heuristische Modellierung der Krankheitsverlaufsdaten von Menschen mit Alzheimer Demenz - Tagungsband des 4. Forschungsforums der österreichischen Fachhochschulen,… mehr
2010
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger, M. Kommenda - Analyse der Strukturellen Ähnlichkeit von Mathematischen Modellen im Zusammenhang mit Genetischer Programmierung - Tagungsband… mehr
2010
S. M. Winkler - Structural Versus Evaluation Based Solutions Similarity in Genetic Programming Based System Identification - Proceedings of the 2010 Workshop on Nature Inspired Cooperative Strategies for… mehr
2010
M. Affenzeller, S. Wagner, S. M. Winkler, A. Beham - Analysis of the Dynamics of Allele Distribution for some Selected GA-variants - Proceedings of the 14th IEEE International Conference on Intelligent… mehr
2010
S. Wagner, A. Beham, G. K. Kronberger, M. Kommenda, E. Pitzer, M. Kofler, S. Vonolfen, S. M. Winkler, V. Dorfer, M. Affenzeller - HeuristicLab 3.3: A unified approach to metaheuristic optimization - Actas… mehr
2010
S. Wagner, M. Affenzeller, A. Beham, G. K. Kronberger, S. M. Winkler - Mutation Effects in Genetic Algorithms with Offspring Selection Applied to Combinatorial Optimization Problems - 22nd European Modeling… mehr
2010
S. M. Winkler, M. Affenzeller, G. K. Kronberger, S. Wagner, W. Jacak, H. Stekel - Feature Selection in the Analysis of Tumor Marker Data Using Evoutionary Algorithms - 22nd European Modeling and Simulation… mehr
2010
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Classification of Tumor Marker Values Using Heuristic Data Mining Methods - Proceedings of the Genetic and Evolutionary Computation Conference GECCO… mehr
2010
G. K. Kronberger, S. M. Winkler, M. Affenzeller, M. Kommenda, S. Wagner - Effects of Mutation Before and After Offspring Selection in Genetic Programming for Symbolic Regression - 22nd European Modeling… mehr
2010
M. Affenzeller, S. Wagner, S. M. Winkler - Effective allele preservation by offspring selection: an empirical study for the TSP - International Journal of Simulation and Process Modelling, Vol. 6, No.… mehr
2010
M. Kommenda, G. K. Kronberger, M. Affenzeller, S. M. Winkler, C. Feilmayr, S. Wagner - Symbolic Regression with Sampling - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Marokko, 2010,… mehr
2010
C. Fischer, L. Bloder, C. Neumüller, S. Pimminger, M. Affenzeller, S. M. Winkler, H. Stekel, R. Frechinger - Prediction of Blood Demands in a Hospital - 22nd European Modeling and Simulation Symposium… mehr
2010
M. Affenzeller, L. Pöllabauer, G. K. Kronberger, E. Pitzer, S. Wagner, S. M. Winkler, A. Beham, M. Kofler - On-Line Parameter Optimization Strategies for Metaheuristics - 22nd European Modeling and Simulation… mehr
2010
V. Dorfer, S. M. Winkler, T. Kern, G. Petz, P. Faschang - Optimization of Keyword Grouping in Biomedical Information Retrieval Using Evolutionary Algorithms - 22nd European Modeling and Simulation Symposium… mehr
2009
R. Mayrhofer, S. M. Winkler, H. Hlavacs, M. Affenzeller, S. Schneider - On Structural Identification of 2D Regression Functions for In-door Bluetooth Localisation - LECTURE NOTES IN COMPUTER SCIENCE, Vol.… mehr
2009
M. Affenzeller, A. Beham, S. Wagner, S. M. Winkler - About the Dynamics of Essential Genetic Information: An Empirical Analysis for Selected GA-Variants - Proceedings of the 2009 World Summit on Genetic… mehr
2009
M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham - Genetic Algorithms and Genetic Programming - Consortium of Higher Education Researchers, 2009 mehr
2009
S. M. Winkler, M. Affenzeller, S. Wagner - On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques - Topics on Chaotic Systems - Selected Papers from CHAOS 2008 International… mehr
2009
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger - Analyse von Patientendaten und Evolutionäres Design von Virtuellen Sensoren für Erkrankungen - Tagungsband des 3. Forschungsforums der österreichischen… mehr
2009
S. M. Winkler, M. Affenzeller, S. Wagner - Fine Grained Population Diversity Analysis for Parallel Genetic Programming - Proceedings of the IEEE International Parallel & Distributed Processing Symposium… mehr
2009
S. M. Winkler, M. Affenzeller, S. Wagner - Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis - Genetic Programming and Evolvable Machines, Vol.… mehr
2009
S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications - Trauner Verlag Linz, 2009 mehr
2009
M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham, G. K. Kronberger, M. Kofler - Metaheuristic Optimization in Hagenberg Research (Editors: B. Buchberger et al.) - Springer Vieweg, 2009, pp. 103-156 mehr
2009
S. M. Winkler, M. Hirsch, M. Affenzeller, L. DelRe, S. Wagner - Virtual Sensors for Emissions of a Diesel Engine Produced by Evolutionary System Identification - LECTURE NOTES IN COMPUTER SCIENCE, Vol.… mehr
2009
G. K. Kronberger, S. M. Winkler, M. Affenzeller, A. Beham, S. Wagner - On the Success Rate of Crossover Operators for Genetic Programming with Offspring Selection - LECTURE NOTES IN COMPUTER SCIENCE, Vol.… mehr
2009
G. K. Kronberger, C. Feilmayr, M. Kommenda, S. M. Winkler, M. Affenzeller, T. Buergler - System Identification of Blast Furnace Processes with Genetic Programming - Proceedings of the IEEE 2nd International… mehr
2009
S. M. Winkler, S. Auer, M. Affenzeller, Y. Donabauer, B. Reisberg - Heuristic Modeling of the Mental Progress of Persons with Normal Brain Aging, Subjective Cognitive Impairment, Mild Cognitive Impairment,… mehr
2009
S. Wagner, G. K. Kronberger, A. Beham, S. M. Winkler, M. Affenzeller - Model Driven Rapid Prototyping of Heuristic Optimization Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp.… mehr
2009
R. Mayrhofer, S. M. Winkler, H. Hlavacs, M. Affenzeller, S. Schneider - On Structural Identification of 2D Regression Functions for In-door - Proceedings of International Conference Computer Aided Systems… mehr
2009
M. Affenzeller, S. M. Winkler, A. Beham, S. Wagner - On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp.… mehr
2009
M. Kommenda, G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner, L. Schickmair, B. Lindner - Application of Genetic Programming on Temper Mill Datasets - Proceedings of the IEEE 2nd International… mehr
2008
S. M. Winkler, M. Affenzeller, S. Wagner - Fine-Grained Population Diversity Estimation for Genetic Programming Based Structure Identification - Proceedings of the Genetic and Evolutionary Computation… mehr
2008
S. M. Winkler, M. Hirsch, M. Affenzeller, L. DelRe, S. Wagner - Incorporating Physical Knowledge about the Formation of Nitric Oxides into Evolutionary System Identification - Proceedings of 20th European… mehr
2008
G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner - Data Mining via Distributed Genetic Programming Agents - Proceedings of the 20th European Modeling and Simulation Symposium, Campora San Giovanni,… mehr
2008
A. Beham, S. M. Winkler, S. Wagner, M. Affenzeller - A Genetic Programming Approach to Solve Scheduling Problems with Parallel Simulation - Proceedings of the 22nd IEEE International Parallel & Distributed… mehr
2008
M. Affenzeller, S. M. Winkler, S. Wagner - Evolutionary System Identification: New Algorithmic Concepts and Applications in Advances in Evolutionary Algorithms (Editors: V. Kordic) - I-Tech Education and… mehr
2008
S. M. Winkler, M. Affenzeller, S. Wagner - On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques - Proceedings of the Chaotic Modeling and Simulation International Conference… mehr
2008
S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications, 2008 mehr
2008
M. Affenzeller, S. Wagner, S. M. Winkler - Effective Allele Preservation by Offspring Selection: An empirical study for the TSP - Proceedings of the 20th European Modeling and Simulation Symposium, Campora… mehr
2008
S. Wagner, G. K. Kronberger, A. Beham, S. M. Winkler, M. Affenzeller - Modeling of Heuristic Optimization Algorithms - Proceedings of the 20th European Modeling and Simulation Symposium, Campora San Giovanni,… mehr
2007
M. Affenzeller, G. K. Kronberger, S. M. Winkler, M. Ionescu, S. Wagner - Heuristic Optimization Methods for the Tuning of Input Parameters of Simulation Models - Proceedings of International Mediterranean… mehr
2007
S. M. Winkler, H. Efendic, M. Affenzeller, L. DelRe, S. Wagner - On-Line Modeling Based on Genetic Programming - International Journal on Intelligent Systems Technologies and Applications, Vol. 2, No.… mehr
2007
B. Plochberger, M. Brodesser, F. Hauser, J. Jacak, S. M. Winkler, D. M. Borgmann, S. Mayr, J. Breuss, C. Gabriel, A. Hangler, M. Aspetsberger, L. Bindreiter - Blood cell viability study via real-time image… mehr
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Advanced Genetic Programming Based Machine Learning - Journal of Mathematical Modelling and Algorithms, Vol. 6, No. 3, 2007, pp. 455-480 mehr
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Selection Pressure Driven Sliding Window Genetic Programming - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2007, Las Palmas,… mehr
2007
S. M. Winkler, B. Brandl, M. Affenzeller, S. Wagner - Zeitreihenanalyse von Finanzdaten unter Verwendung von erweiterten Methoden der Genetischen Programmierung - Proceedings of the First Science Symposium… mehr
2007
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger, A. Beham - Evolutionäres Design von Virtuellen Sensoren - Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, Linz, Österreich,… mehr
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Variables Diversity in Systems Identification Based on Genetic Programming - Proceedings of the 16th International Conference on Systems Science, Wroclaw, Polen,… mehr
2007
M. Affenzeller, S. Wagner, S. M. Winkler - Aspects of Adaptation in Natural and Artificial Evolution - GECCO 2007 Genetic and Evolutionary Computation Conference, London, Vereinigtes Königreich von Großbritannien… mehr
2007
S. M. Winkler - Industrial Symposium Mechatronics 2007 - Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, Linz, Österreich, 2007 mehr
2007
M. Affenzeller, S. Wagner, S. M. Winkler - Self-Adaptive Population Size Adjustment for Genetic Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739, No. 4739, 2007, pp. 820-828 mehr
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Selection Pressure Driven Sliding Window Genetic Programming - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739, No. 4739, 2007, pp. 788-795 mehr
2007
S. Wagner, S. M. Winkler, E. Pitzer, G. K. Kronberger, A. Beham, R. Braune, M. Affenzeller - Benefits of Plugin-Based Heuristic Optimization Software Systems - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739,… mehr
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Automatic Data Based Patient Classification Using Genetic Programming - Cybernetics and Systems 2006, Wien, Österreich, 2006, pp. 251-256 mehr
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Advances in Applying Genetic Programming to Machine Learning, Focussing on Classification Problems - Proceedings of the 20th IEEE International Parallel & Distributed… mehr
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis - An Empirical Study - Proceedings of the Genetic and… mehr
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Sets of Receiver Operating Characteristic Curves and their Use in the Evaluation of Multi-Class Classification - Proceedings of the Genetic and Evolutionary Computation… mehr
2006
S. M. Winkler, M. Affenzeller, S. Wagner - HeuristicModeler: A Multi-Purpose Evolutionary Machine Learning Algorithm and its Applications in Medical Data Analysis - Proceedings of the International Mediterranean… mehr
2006
S. M. Winkler, H. Efendic, L. DelRe - Quality Pre-Assesment in Steel Industry Using Data Based Estimators - Proceedings of the IFAC Workshop MMM’2006 on Automation in Mining, Mineral and Metal Industry,… mehr
2005
L. DelRe, P. Langthaler, C. Furtmüller, S. M. Winkler, M. Affenzeller - NOx Virtual Sensor Based on Structure Identification and Global Optimization - SAE 2005 Transaction Journal of Engines, Vol. 14,… mehr
2005
M. Affenzeller, S. Wagner, S. M. Winkler - Goal-Oriented Preservation of Essential Genetic Information by Offspring Selection - GECCO 2005 Genetic and Evolutionary Algorithms Conference, Washington D.C.,… mehr
2005
M. Affenzeller, S. Wagner, S. M. Winkler - GA-Selection Revisited from an ES-Driven Point of View - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 3562, No. 3562, 2005, pp. 262-271 mehr
2005
S. M. Winkler, D. Alberer, P. Langthaler, L. DelRe - Design eines virtuellen Sensors für Partikelmessung am Dieselmotor - 14. Steirisches Seminar über Regelungstechnik und Prozessautomatisierung, Retzhof,… mehr
2005
S. M. Winkler, M. Affenzeller, S. Wagner - New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques - Systems Science, Vol. 31, No. 1, 2005, pp. 5-13 mehr
2005
S. M. Winkler, M. Affenzeller, S. Wagner - Genetic Programming Based Model Structure Identification Using On-Line System Data - Proceedings of Conceptual Modeling and Simulation Conference (CMS 2005),… mehr
2005
S. M. Winkler, L. DelRe, D. Alberer, P. Langthaler - Virtual Sensor Design of Particulate and Nitric Oxide Emissions in a DI Diesel Engine - Proceedings of the 7th International Conference on Engines for… mehr
2005
S. M. Winkler, H. Efendic, M. Affenzeller, L. DelRe, S. Wagner - On-Line Modeling Based on Genetic Programming - Proceedings of the 1st International Workshop on Automatic Learning and Real-Time (ALaRT'05),… mehr
2005
S. M. Winkler, M. Affenzeller, S. Wagner - Solving Multiclass Classification Problems by Genetic Programming - Proceedings of the 9th World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI)… mehr
2004
S. M. Winkler, M. Affenzeller, S. Wagner - New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques - Proceedings of the 15th International Conference… mehr
2004
S. M. Winkler - Identifying Nonlinear Model Structures Using Genetic Programming - Johannes Kepler Universität Linz, 2004 mehr
2004
S. M. Winkler, M. Affenzeller, S. Wagner - Identifying Nonlinear Model Structures Using Genetic Programming Techniques - Cybernetics and Systems 2004, Wien, Österreich, 2004, pp. 689-694 mehr
2017
Den Mittelpunkt der Forschung bildet das gemeinsam von Wirtschaft und Wissenschaft erarbeitete Forschungsprogramm zu ausgewählten Themen entlang der Wertschöpfungsketten pflanzlicher Futter-… mehr
2015
Chronische Krankheiten schränken die Lebensqualität und das Wohlbefinden betroffener Personen stark ein. Ziel dieses Projekts ist die Entwicklung einer Plattform zur Unterstützung von Selbsthilfestrategien… mehr
2014
Das adaptive Immunsystem (in erster Linie repräsentiert durch B- und T-Zellen) spielt eine lebenswichtige Rolle bei der Erkennung von potenziellen Krankheitserregern, wie z.B. pathogenen Mikroorganismen… mehr
2014
Ziel dieses Projekts ist die Entwicklung innovativer Optimierungsalgorithmen, um durch ganzheitliche Modellierung und Optimierung von wechselseitig abhängigen Teilprozessen zusätzliches Optimierungspotential… mehr
2013
Fluorescence microscopy is going to become one of the core technologies for biomedical research and diagnostics. Therefore, image analysis is an increasing challenge for biomedical researchers. In the… mehr
2013
Zur Identifikation von Proteinen in biologischen Proben kommt üblicherweise Massenspektrometrie (MS) zum Einsatz: Proteine werden verdaut, die daraus resultierenden Peptide (Fragmente von Proteinen)… mehr
2013
Im Rahmen des Regio 13 Projekts "Transplant – Marker für humorale und zelluläre Abstoßung nach Nierentransplantation" (Konsortialführer: Blutzentrale des OÖRK) wird… mehr
2011
Im Rahmen des Projekts MS Amanda entwickelt die FH OÖ Forschungs & Entwicklungs GmbH an der Fakultät für Informatik, Kommunikation und Medien eine prototypische Implementierung von Algorithmen… mehr
2011
Rezeptor-Proteine auf der Oberfläche von menschlichen Zellen spielen eine Schlüsselrolle bei der Weiterleitung von Signalen aus der Umgebung in das Innere der Zelle. Ein komplexes Netzwerk dieser… mehr
2010
In unserer modernen Wissensgesellschaft stellt der effektive Umgang mit meist unstrukturierteren und exponentiell wachsenden Datenmengen eine der größten Herausforderungen an die Informatik… mehr
2010
Das Web 2.0 beeinflusst und gestaltet die Art und Weise unserer Kommunikation maßgeblich: Konsumenten tauschen sich über Web 2.0 Anwendungen wie Wikis, Blogs, Community Sites aus und generieren… mehr
2010
HeuristicLab is an open source system for heuristic optimization that features several metaheuristic optimization algorithms (e.g., genetic algorithms, genetic programming, evolution strategies, tabu search,… mehr
2008
In vielen Bereichen der erzeugenden Industrie ergeben sich Problemstellungen, die mit klassischen Methoden der Mathematik und Informatik nicht zufriedenstellend gelöst werden können. Repräsentativ hierfür… mehr
2006
Produzierende Unternehmen stehen unter dem stetig wachsenden Druck, Flexibilität und Effizienz in ihren Produktionsprozessen zu vereinen. Dieser wird durch eine größere Variantenvielfalt, volatileren… mehr
2006
Virtuelle Sensoren sind Schlüsselelemente in vielen modernen Regelungs- und Diagnosesystemen, und ihre Bedeutung steigt weiterhin kontinuierlich. Der Entwurf von Virtuellen Sensoren basiert auf Modellen;… mehr
2010
A. Schrempf, S. M. Winkler, H. Efendic, G. Hohenbichler - VERFAHREN ZUR ÜBERWACHUNG EINER INDUSTRIEANLAGE, 2010