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An approach to the development of intelligent agents to assist with network configuration design problems.

机译:一种开发智能代理以解决网络配置设计问题的方法。

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Network configuration design includes complex tasks that are traditionally performed by domain experts. These efforts are time-consuming, costly and typically undocumented. In this work, we propose a new and innovative approach to dealing with network configuration design tasks. Our approach relies on artificial intelligence tools that utilize advanced knowledge representation, multistrategy learning, and problem solving methods. The approach consists of the development of an intelligent agent that assists human experts to solve network configuration design problems.; Throughout our effort, we studied various approaches to configuration design, formulated network configuration as a configuration design problem, specified an intelligent learning agent for network configuration design, utilized a multistrategy learning approach to develop a knowledge base for the intelligent agent which included defining an object ontology and learning rules for network configuration design, and formulated future directions to build a practical intelligent agent.
机译:网络配置设计包括传统上由领域专家执行的复杂任务。这些工作是耗时的,昂贵的并且通常没有文件记录。在这项工作中,我们提出了一种创新的方法来处理网络配置设计任务。我们的方法依靠使用先进知识表示,多策略学习和问题解决方法的人工智能工具。该方法包括开发智能代理,该代理可帮助人类专家解决网络配置设计问题。在整个工作过程中,我们研究了各种配置设计方法,将网络配置公式化为配置设计问题,指定了用于网络配置设计的智能学习代理,利用多策略学习方法为智能代理开发了知识库,其中包括定义对象网络配置设计的本体论和学习规则,并制定了构建实用智能代理的未来方向。

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