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Optimization and Distributed Execution of MAS Cooperative Strategy Based on Factored Dec-MDP
基于可分解MDP模型的MAS协作策略优化及分布执行

Keywords: MAS,Factored Dec-MDP,Bayesian network,Context-specific independence,Conditional independence
多智能体系统
,可分解马尔可夫决策过程,贝叶斯网络,上下文独立,条件独立

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Abstract:

The complexity of MAS cooperation strategy in uncertain environment determines the success of cooperation task.In order to reduce the complexity created by factored MDP model and the cooperation traffic,the method of creating strategy tree by the model was improved.Using the context-specific and conditional independence existing among the agent states in Bayesian network,the tree created by SPI algorithm was decomposed and optimized.This makes the independent agents in MAS running independently,and only com...

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