Title | ||
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Knowledge Management to Support Situation-aware Risk Management in Autonomous, Self-managing Agents |
Abstract | ||
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We present a novel approach to enable decision-making in a highly distributed multiagent environment where individual agents need to act in an autonomous fashion. Our architecture framework integrates risk management, knowledge management, and agent deliberation to enable sophisticated, autonomous decision-making. Instead of a centralized knowledge repository, our approach supports a highly distributed knowledge base in which each agent manages a fraction of the knowledge needed by the entire system. Our approach also addresses the fact that the desired knowledge is often highly dynamic, context-sensitive, incomplete, or uncertain. Thus risk management becomes an integral component which enables context-based, situation-aware decision making, which in turn supports autonomous, self-managing behavior of the agents. A prototype system demonstrating the feasibility of our approach is being developed as part of an ongoing funded research project. |
Year | Venue | Keywords |
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2005 | SOAS | self-managing agents,risk management,knowledge management,support situation-aware risk management,novel approach,knowledge base,agent deliberation,autonomous decision-making,entire system,centralized knowledge repository,autonomous fashion,individual agent,decision support,intelligent agent,situation awareness |
Field | DocType | Volume |
Distributed knowledge,Intelligent agent,Autonomous agent,Domain knowledge,Decision support system,Knowledge management,Architecture framework,Multi-agent system,Risk management,Engineering | Conference | 135 |
ISSN | ISBN | Citations |
0922-6389 | 1-58603-577-0 | 3 |
PageRank | References | Authors |
0.44 | 11 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Martin Lorenz | 1 | 3 | 0.44 |
Jan D. Gehrke | 2 | 76 | 8.62 |
Joachim Hammer | 3 | 168 | 17.35 |
Hagen Langer | 4 | 31 | 5.73 |
Ingo J. Timm | 5 | 138 | 34.42 |