FH OberösterreichForschung & Entwicklung

Software Technologie und Anwendungen Research Center Hagenberg

Publikationen

Comparing machine learning methods on concept drift detection for Predictive Maintenance

J. Zenisek, J. Wolfartsberger, C. Sievi, M. Affenzeller - Comparing machine learning methods on concept drift detection for Predictive Maintenance - Proceedings of the 30th European Modeling and Simulation Symposium EMSS2018, Budapest, Hungary, Ungarn, 2018, pp. 115-122
In this work we present a comparison of various machine learning algorithms with the objective of detecting concept drifts in data streams characteristical for...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Cross-Enterprise Communication and Data Exchange in Radiology in Austria: Technology and Use Cases

E. Helm, A. Schuler, H. Mayr - Cross-Enterprise Communication and Data Exchange in Radiology in Austria: Technology and Use Cases - Proc. eHealth2018 - Studies in Health Technology and Informatics, Vienna, Österreich, 2018
  • Tagungsband
  • Software Technologie und Anwendungen

Similarity-based Analysis of Population Dynamics in Genetic Programming Performing Symbolic Regression

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 Theory and Practice XIV (Contributions to Book: Part/Chapter/Section 1), (Editors: R. Riolo, B. Worzel, B. Goldman, B. Tozier) - Springer Vieweg, 2018, pp. 1-17
Population diversity plays an important role in the evolutionary dynamics of genetic programming (GP). In this paper we use structural and semantic similarity...   mehr
  • Buch/Buchbeitrag
  • Software Technologie und Anwendungen

Box-Type Boom Design Using Surrogate Modeling: Introducing an Industrial Optimization Benchmark

P. Fleck, D. Entner, C. Münzer, M. Kommenda, T. Prante, M. Schwarz, M. Hächl, M. Affenzeller - Box-Type Boom Design Using Surrogate Modeling: Introducing an Industrial Optimization Benchmark in Evolutionary and Deterministic Methods for Design Optimization and Control With Applications to Industrial and Societal Problems (Editors: Esther Andrés-Pérez, Leo M. González, Jacques Periaux, Nicolas Gauger, Domenico Quagliarella, Kyriakos Giannakoglou) - Springer International Publishing, 2018
Simulation-based optimization problems are often an inherent part in engineering design tasks. This paper introduces one such use case, the design of a...   mehr
  • Buch/Buchbeitrag
  • Software Technologie und Anwendungen

Performance of Industrial Sensor Data Persistence in Data Vault

F. Bachinger, J. Zenisek, L. Kammerer, M. Stimpfl, G. K. Kronberger - Performance of Industrial Sensor Data Persistence in Data Vault - Proceedings of the 30th European Modeling and Simulation Symposium EMSS2018, Budapest, Hungary, Ungarn, 2018, pp. 226-233
  • Tagungsband
  • Software Technologie und Anwendungen

Dynamic Observation of Genotypic and Phenotypic Diversity for Different Symbolic Regression GP variants

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: Proceedings of the Genetic and Evolutionary Computation Conference Companion, Berlin, Germany, Deutschland, 2017, pp. 1553-1558
Understanding the relationship between selection, genotype-phenotype map and loss of population diversity represents an important step towards more effective...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Smart Maintenance Lifecycle Management: A Design Proposal

J. Zenisek, L. Nicoletti, F. Longo, G. Traugott, A. Padovano, M. Affenzeller - Smart Maintenance Lifecycle Management: A Design Proposal - Proceedings of the 29th European Modeling and Simulation Symposium, 2017, Barcelona, Spain, Barcelona, Spanien, 2017, pp. 546-551
Given the latest trends toward the implementation of Industry 4.0 principles, the proposed research work combines human assistance technologies such as Virtual...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Issues in the Development of AAL Systems: What Experts Think

J. D. Hallewell Haslwanter, G. Fitzpatrick - Issues in the Development of AAL Systems: What Experts Think - Proceedings of the 10th International Conference on PErvasive Technologies Related to Assistive Environments, Rhodes, Griechenland, 2017, pp. 201-208
Although the development of Ambient Assisted Living technologies is being financed to support older people, there are not many systems on the market to date....   mehr
  • Tagungsband
  • Software Technologie und Anwendungen
  • Leben im Alter

User-centered Development of a System to Support Assembly Line Workers

B. Blazevski, J. D. Hallewell Haslwanter - User-centered Development of a System to Support Assembly Line Workers - Proceedings of the 19th International Conference on Human-Computer Interaction with Mobile Devices and Services, Vienna, Österreich, 2017, pp. 1-7
This industrial perspective contribution describes the development of a prototype of a mobile worker assistance system to be used in the assembly line for...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Optimization Approaches for the Physical Internet

V. A. Hauder, E. Pitzer, M. Affenzeller - Optimization Approaches for the Physical Internet - On the Move to Meaningful Internet Systems: OTM 2017 Workshops (Lecture Notes in Computer Science, LNCS 10697), Rhodes, Griechenland, 2017, pp. 10
With the Physical Internet (PI), a global economic transformation towards a more holistic consideration and collaboration of different agents is promoted. Its...   mehr
  • Tagungsband
  • Logistikum
  • Software Technologie und Anwendungen

Using Critical Incidents in Workshops to Inform eHealth Design

C. Grünloh, J. D. Hallewell Haslwanter, B. Kane, E. Lee, T. Lind, J. Moll, H. Rexhepi, I. Scandurra - Using Critical Incidents in Workshops to Inform eHealth Design - Human-Computer Interaction - INTERACT 2017, Mumbai, Indien, 2017, pp. 364-373
Demands for technological solutions to address the variety of problems in healthcare have increased. The design of eHealth is challenging due to e.g. the...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen
  • Leben im Alter

Predictive Maintenance for Transport Systems – Employing Model Ensembles for Online State Detection

J. Zenisek, M. Affenzeller, C. Sievi, M. Silmbroth, J. Wolfartsberger - Predictive Maintenance for Transport Systems – Employing Model Ensembles for Online State Detection - Proceedings of the IAUP Triennial Conference, Wien, Österreich, 2017, pp. 2
Predictive Maintenance (PdM) plays an important role in detecting potential problems and preventing unexpected equipment failures in the industrial area....   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Offspring Selection Genetic Algorithm Revisited: Improvements in Efficiency by Early Stopping Criteria in the Evaluation of Unsuccessful Individuals

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 of Unsuccessful Individuals - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 424-431
This paper proposes some algorithmic extensions to the gen- eral concept of offspring selection which itself is an algorithmic extension of genetic...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Integrating Exploratory Landscape Analysis into Metaheuristic Algorithms

A. Beham, E. Pitzer, S. Wagner, M. Affenzeller - Integrating Exploratory Landscape Analysis into Metaheuristic Algorithms - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 473-480
The no free lunch (NFL) theorem puts a limit to the range of problems a certain metaheuristic algorithm can be applied to success- fully. For many methods...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Analysis of Schema Frequencies in Genetic Programming

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, 2017, pp. 7
Genetic Programming (GP) schemas are structural templates equivalent to hyperplanes in the search space. Schema theories provide information about the...   mehr
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  • Software Technologie und Anwendungen

Solving the Traveling Thief Problem using Orchestration in Optimization Networks

J. Karder, A. Beham, S. Wagner, M. Affenzeller - Solving the Traveling Thief Problem using Orchestration in Optimization Networks - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 307-315
Optimization problems can sometimes be divided into multiple subproblems. Working on these subproblems instead of the actual master problem can have some...   mehr
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  • Software Technologie und Anwendungen

Optimization Networks for Integrated Machine Learning

M. Kommenda, J. Karder, A. Beham, B. Burlacu, G. K. Kronberger, S. Wagner, M. Affenzeller - Optimization Networks for Integrated Machine Learning - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 392-399
Optimization networks are a new methodology for holistically solving interrelated problems that have been developed with combinatorial optimization problems in...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Measures for the Evaluation and Comparison of Graphical Model Structures

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 de Gran Canaria, Spanien, 2017, pp. 283-290
Structure learning is the identification of the structure of graphical models based solely on observational data and is NP-hard. An important component of many...   mehr
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  • Software Technologie und Anwendungen

Facilitating Evolutionary Algorithm Analysis with Persistent Data Structures

E. Pitzer, M. Affenzeller - Facilitating Evolutionary Algorithm Analysis with Persistent Data Structures - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 416-423
Evolutionary algorithm analysis is often impeded by the large amounts of intermediate data that is usually discarded and has to be painstakingly reconstructed...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Analysing a Hybrid Model-Based Evolutionary Algorithm for a Hard Grouping Problem

S. Raggl, A. Beham, S. Wagner, M. Affenzeller - Analysing a Hybrid Model-Based Evolutionary Algorithm for a Hard Grouping Problem - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 347-354
We present a new hybrid model-based algorithm called Memetic Path Relinking (MemPR). MemPR incorporates ideas of memetic, evolutionary, model-based...   mehr
  • Tagungsband
  • Software Technologie und Anwendungen

Analysis and Visualization of the Impact of Different Parameter Configurations on the Behavior of Evolutionary Algorithms

S. Wagner, A. Beham, M. Affenzeller - Analysis and Visualization of the Impact of Different Parameter Configurations on the Behavior of Evolutionary Algorithms - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spanien, 2017, pp. 439-446
Evolutionary algorithms are generic and flexible optimization algorithms which can be applied to many optimization problems in different domains. Depending on...   mehr
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  • Software Technologie und Anwendungen

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