IMPROVE - Innovative Modelling Approaches for Production Systems to Raise Validatable Efficiency Intelligent Methods for the Factory of the Future /

This open access work presents selected results from the European research and innovation project IMPROVE which yielded novel data-based solutions to enhance machine reliability and efficiency in the fields of simulation and optimization, condition monitoring, alarm management, and quality predictio...

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Bibliographic Details
Corporate Author: SpringerLink (Online service)
Other Authors: Niggemann, Oliver (Editor), Schüller, Peter (Editor)
Format: Electronic eBook
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer Vieweg, 2018.
Edition:1st ed. 2018.
Series:Technologien für die intelligente Automation, Technologies for Intelligent Automation, 8
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Online Access:Link to Metadata
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Table of Contents:
  • Concept and Implementation of a Software Architecture for Unifying Data Transfer in Automated Production Systems
  • Social Science Contributions to Engineering Projects: Looking Beyond Explicit Knowledge Through the Lenses of Social Theory
  • Enable learning of Hybrid Timed Automata in Absence of Discrete Events through Self-Organizing Maps
  • Anomaly Detection and Localization for Cyber-Physical Production Systems with Self-Organizing Maps
  • A Sampling-Based Method for Robust and Efficient Fault Detection in Industrial Automation Processes
  • Validation of similarity measures for industrial alarm flood analysis
  • Concept for Alarm Flood Reduction with Bayesian Networks by Identifying the Root Cause.