Publication | Closed Access
Context extraction for self-learning production systems
20
Citations
14
References
2012
Year
Unknown Venue
Artificial IntelligenceEngineeringMachine LearningFlexible Manufacturing TechnologyIndustrial EngineeringContext ExtractionIntelligent SystemsContext Aware ApproachContext ManagementAutomated ManufacturingSystems EngineeringSelf-adaptive SystemUser ContextIndustrial InformaticsSelf-aware SystemDesignKnowledge DiscoveryFlexible ManufacturingLearning AnalyticsComputer ScienceFlexible Manufacturing ProcessesFlexible Manufacturing SystemIndustrial DesignAutomationProcess ControlBusinessContext ModelTechnology
A new approach for the realisation of self-learning production systems based on a context aware approach, allowing self-adaptation of flexible manufacturing processes in production systems, is presented. The usage of dynamically changing context for adaptation of flexible manufacturing lines/processes is proposed. The presented solution includes services for context extraction, adaptation and self-learning allowing high adaptation of production systems depending on the identified context. A generic architecture following Service Oriented Principles is presented allowing for integration of the proposed solution into various production systems. A successful application of the developed solution in real world manufacturing environment is presented.
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