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An Argument-Based Framework to Model an Agent’s Beliefs in a Dynamic Environment
Capobianco, Marcela; Chesñevar, Carlos Iván; Simari, Guillermo Ricardo
One of the most difficult problems in multiagent systems involves representing knowledge and beliefs of agents in dynamic environments. New perceptions modify an agent’s current knowledge about the world, and consequently its beliefs. Such revision and updating process should be performed efficiently by the agent, particularly in the context of real time constraints. This paper introduces an argument-based logic programming language called Observation-based Defeasible Logic Programming (ODeLP). An ODeLP program is used to represent an agent’s knowledge in the context of a multiagent system. The beliefs of the agent are modeled with warranted goals computed on the basis of the agent’s program. New perceptions from the environment result in changes in the agent’s knowledge handled by a simple but effective updating strategy. The process of computing beliefs in a changing environment is made computationally attractive by integrating a “dialectical database” with the agent’s program, providing precompiled information about inferences. We present algorithms for creation and use of dialectical databases. This research was partially supported by Projects TIC2001-1577-C03-01 and TIC2003-00950, by Ram´on y Cajal Program (Ministerio de Ciencia y Tecnolog´ıa, Spain), by CONICET (Argentina), by CIC (Argentina), by the Secretar´ıa General de Ciencia y Tecnolog´ıa de la Universidad Nacional del Sur and by Agencia Nacional de Promoci´on Cient´ıfica y Tecnol´ogica (PICT 2002 No. 13096). The authors would like to thank anonymous reviewers for providing helpful comments to improve the final version of this paper.
(c) Springer-Verlag Berlin Heidelberg, 2005
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