期刊文献+

多假设成立的多agent合作决策

The Algorithm of Multi-Agent Cooperative Decision-Making under Multiple Hypotheses Correct Synchronously
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摘要 对复杂环境对象进行决策时,多agent合作可以融合各agent的知识经验,提高决策结果的可靠性.针对环境对象的辨识空间中多假设同时成立的决策问题,本文提出了一种基于证据理论的多agent合作决策算法,详细描述与分析了多agent合作决策的原理.为提高系统决策的可靠性,降低了合成计算的复杂度,在多agent合作决策系统中引入正确的训练案例进行学习.本文提出的算法应用于蔬菜的病害判别,实验结果验证了本文提出的多agent合作决策算法的有效性. While Multiple agents cooperative decision-making for complex environment object, each agent's priori-knowledge is combined, so that the reliability of results is enhanced. This paper presented a multi-agent cooperative decision-making algorithm based on Dempster-Shafer theory for the objects whose frames of discernment exist multiple correct hypotheses synchronously. The theory of multi-agent cooperative decision-making is analyzed and described in detail. In order to enhance the decision-making reliability and decrease combinative computing complexity, the correct training patterns are introduced for the multi-agent system. This algorithm is applied to vegetable diseases recognition. The results demonstrate the multi-agent cooperative decision-making algorithm effective.
出处 《生物数学学报》 CSCD 2002年第4期499-504,共6页 Journal of Biomathematics
基金 安徽省自然基金项目(00043302)
关键词 多假设成立 多AGENT系统 合作决策 信任函数 复杂环境 病害 Multi-agent system Cooperative decision-making Belief function
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参考文献4

  • 1Shafer G. A Mathematical Theory of Evidence[M]. New Jersey: Princeton University Press, Princeton, 1979.1-16.
  • 2Shafer G. Belief Functions, in Shafer G and Pearl J (eds)[M]. Readings in Uncertain Reasoning, Morgan Kaufmann, Publishshrrs, 1990. 2-22.
  • 3Dragoni A F, Giorgini P. Belief Revision through Belief Function Formalism in a Multi-Agent Environment[M]. Intelligent Agent Ⅲ, LNAI, 1993, Springer-Verlag, 1997, 103-115.
  • 4Ojelanki K, Ngwenyama, Noel Bryson. Generating functions from qualitative preference: An approach to eliciting expert judgments and deriving probability functions[J]. Data & Knowledge Engineering, 1998,28:145-159.

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