An Agent Formal Model for Autonomous Decision-Making

Linjin Wu, Dongying Wu, Jiayong Chen, Wenxiong Li
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引用次数: 3

Abstract

With the development of artificial intelligence, agent is widely applied to the intelligent system. As the intelligent decision at a higher sense, autonomous decision-making directly affects the intelligent level of intelligent system. In order to improve autonomous decision-making ability of intelligent system, the paper aims to use formal method to research on the process of autonomous decision-making. Combining the feature of autonomous decision-making and agent formal method, the paper puts forward an agent model for autonomous decision-making, namely-ADAM(Autonomous Decision-making Agent Model). The model mainly includes five parts: data pretreatment, decision-making response, decision-making execution, decision-making evaluation and learning feedback. Then the paper gives the formal description of ADAM, which realizes formal analysis for the process of autonomous decision-making. Finally, the paper points out the realized critical point of the model and preliminary demonstrates validity of the model.
自主决策的Agent形式化模型
随着人工智能的发展,智能体被广泛应用于智能系统中。自主决策作为更高意义上的智能决策,直接影响着智能系统的智能水平。为了提高智能系统的自主决策能力,本文旨在采用形式化方法对自主决策过程进行研究。结合自主决策的特点和agent形式化方法,提出了一种用于自主决策的agent模型adam (autonomous decision agent model)。该模型主要包括五个部分:数据预处理、决策响应、决策执行、决策评价和学习反馈。然后对ADAM进行形式化描述,实现了对自主决策过程的形式化分析。最后指出了模型实现的临界点,并对模型的有效性进行了初步论证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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