DocumentCode
531006
Title
External Coordination Media in Capacity-Constrained Multiagent Systems
Author
Kemmerich, Thomas ; Buning, Hans Kleine
Author_Institution
Int. Grad. Sch. Dynamic Intell. Syst., Univ. of Paderborn, Paderborn, Germany
Volume
2
fYear
2010
fDate
Aug. 31 2010-Sept. 3 2010
Firstpage
109
Lastpage
116
Abstract
Our goal is to understand limitations of simplicity of knowledge structures and reasoning processes in Multiagent Systems. Therefore, we propose a framework that integrates external storage media and a capacity-constrained Multiagent System. Agents can store knowledge internally and on external storage media located in an environment. In some cases, agents either have to forget or to store knowledge externally due to limited internal memory. We define notions of suitable knowledge and let agents learn in the context of an iterative partitioning task problem. Using basic knowledge structures and a simple k-Nearest-Neighbor approach, we evaluate the role of limited internal memory in conjunction with strategic positioning of storage media and knowledge items. We also investigate dependencies between communication, internal memory size, frequently changing settings, and externally stored items. The results show that externally and strategically stored simple knowledge can support agents´ reasoning processes. The approach is robust even in highly dynamic settings with small memory and without inter-agent communication.
Keywords
inference mechanisms; learning (artificial intelligence); multi-agent systems; pattern classification; storage management; capacity-constrained multiagent system; external storage media; inter-agent communication; internal memory; iterative partitioning task problem; k-nearest neighbor; knowledge structure; reasoning process; Cognition; Context; Mathematical model; Media; Multiagent systems; Robots; Training; Multiagent System; coordination; external storage media; limited resources; partitioning;
fLanguage
English
Publisher
ieee
Conference_Titel
Web Intelligence and Intelligent Agent Technology (WI-IAT), 2010 IEEE/WIC/ACM International Conference on
Conference_Location
Toronto, ON
Print_ISBN
978-1-4244-8482-9
Electronic_ISBN
978-0-7695-4191-4
Type
conf
DOI
10.1109/WI-IAT.2010.54
Filename
5614246
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