Automated organization design for multi-agent systems

被引:40
|
作者
Sims, Mark [1 ]
Corkill, Daniel [1 ]
Lesser, Victor [1 ]
机构
[1] Univ Massachusetts, Multi Agent Syst Lab, Amherst, MA 01003 USA
关键词
multi-agent systems; multi-agent organization design; multi-agent coordination;
D O I
10.1007/s10458-007-9023-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The ability to create effective multi-agent organizations is key to the development of larger, more diverse multi-agent systems. In this article we present KB-ORG: a fully automated, knowledge-based organization designer for multi-agent systems. Organization design is the process that accepts organizational goals, environmental expectations, performance requirements, role characterizations, and agent descriptions and assigns roles to each agent. These long-term roles serve as organizational-control guidelines that are used by each agent in making moment-to-moment operational control decisions. An important aspect of KB-ORG is its efficient, knowledge-informed search process for designing multi-agent organizations. KB-ORG uses both application-level and coordination-level organization design knowledge to explore the combinatorial search space of candidate organizations selectively. KB-ORG also delays making coordination-level organizational decisions until it has explored and elaborated candidate application-level agent roles. This approach significantly reduces the exploration effort required to produce effective designs as compared to modeling and evaluation-based approaches that do not incorporate design expertise. KB-ORG designs are not restricted to a single organization form such as a hierarchy, and the organization designs described here contain both hierarchical and peer-to-peer elements. We use examples from the distributed sensor network (DSN) domain to show how KB-ORG uses situational parameters as well as application-level and coordination-level knowledge to generate organization designs. We also show that KB-ORG designs effective, yet substantially different, organizations when given different organizational requirements and environmental expectations.
引用
收藏
页码:151 / 185
页数:35
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