Publication - Knowledgeable Automated Organization Design for Multi-Agent Systems
Authors: | Sims, Mark; Corkill, Daniel; and Lesser, Victor | ||||
Title: | Knowledgeable Automated Organization Design for Multi-Agent Systems | ||||
Abstract: | 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 responsibilities and roles to each agent. These long-term responsibilities and roles serve as organizational-control guidelines that are used by each agent in making minute-by-minute operational control decisions. An important aspect of KB-ORG is its efficient, knowledge-informedsearch 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 and responsibilities. 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. In this article, 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. | ||||
Keywords: | Coordination, Multi-Agent Systems, Organizational Design | ||||
Publication: | UMass Computer Science Technical Report 07-43 | ||||
Date: | August 2007 | ||||
Sources: |
PS: /Documents/msims/07-43.ps.gz PDF: /Documents/07-43.pdf |
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Notes: | Submitted to JAAMAS | ||||
Reference: | Sims, Mark; Corkill, Daniel; and Lesser, Victor. Knowledgeable Automated Organization Design for Multi-Agent Systems. UMass Computer Science Technical Report 07-43. August 2007. Submitted to JAAMAS | ||||
bibtex: | @techreport{Mark Sims-438, author = "Mark Sims and Daniel Corkill and Victor Lesser", title = "{Knowledgeable Automated Organization Design for Multi-Agent Systems}", month = "August", year = "2007", url = "http://mas.cs.umass.edu/paper/438", } |