Kennzahlenbasierte Steuerung, Koordination und Aktionsplanung in Multiagentensystemen
Veröffentlichungsdatum
2017-06-29
Autoren
Betreuer
Gutachter
Zusammenfassung
To be of practical use, the implementation of flexible and modular agent-based cyber-physical systems (CPS) for real-world autonomous control applications in Industry 4.0 oftentimes requires the domain-specific software agents to adhere to the organization's overall qualitative and quantitative business goals, usually expressed in terms of numeric key performance indicators (KPI). In this thesis, a general software framework for multi-agent systems (MAS) and CPS is developed that facilitates the integration and configuration of KPI-related objectives into the agents' individual decision processes. It allows the user of an agent system to define new KPIs and associated multi-criteria goals and supports inter-agent coordination as well as detailed KPI-based action planning, all at runtime of the MAS. The domain-independent components of the proposed KPI framework are implemented as a Java programming library and evaluated in a simulated production planning and control scenario.
Schlagwörter
key performance indicators
;
multi-agent systems
;
cyber-physical systems
;
automated planning
;
PDDL
;
multi-criteria optimization
;
interval arithmetic
;
real-valued constraint satisfaction
;
production planning and control
;
Industrie 4.0
Institution
Fachbereich
Dokumenttyp
Dissertation
Zweitveröffentlichung
Nein
Sprache
Deutsch
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00106040-1.pdf
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7.33 MB
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Adobe PDF
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