Kennzahlenbasierte Steuerung, Koordination und Aktionsplanung in Multiagentensystemen
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Other Titles: | Key Figure Based Control, Coordination and Action Planning in Multi-Agent Systems | Authors: | Pantke, Florian M. | Supervisor: | Herzog, Otthein | 1. Expert: | Herzog, Otthein | Experts: | Timm, Ingo J. | Abstract: | 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. |
Keywords: | 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 | Issue Date: | 29-Jun-2017 | Type: | Dissertation | Secondary publication: | no | URN: | urn:nbn:de:gbv:46-00106040-19 | Institution: | Universität Bremen | Faculty: | Fachbereich 03: Mathematik/Informatik (FB 03) |
Appears in Collections: | Dissertationen |
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