An agent based autonomic semantic platform

Dario Bonino, A. Bosca, Fulvio Corno
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引用次数: 28

Abstract

In 2001, two distinct revolutionary approaches to distributed system integration and Web content diffusion were proposed: autonomic computing and the semantic Web. These approaches are currently two of the most active research fields in the information technology area. After three years, many common themes came out: while autonomic computing research is focused on providing ways to define "self-surviving" systems, the semantic Web struggles to define Web content semantics producing complex and distributed services on the Internet. In a sense, the first area approaches systems defining the "internal, operational knowledge", while the second defines the knowledge about the environment into which software entities and humans should cohabit. This paper lies in the convergence of the two approaches and proposes an agent-based system able to semantically characterize and search a set of Web resources, and to maintain and update its knowledge base by means of monitoring sensors and interaction with external Web services. First experimental results confirm the validity of the combined approach in terms of search recall, thanks to autonomous update of covered topics.
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基于智能体的自主语义平台
2001年,提出了分布式系统集成和Web内容扩散的两种截然不同的革命性方法:自主计算和语义Web。这些方法是目前信息技术领域最活跃的两个研究领域。三年后,出现了许多共同的主题:当自主计算研究集中于提供定义“自我生存”系统的方法时,语义Web努力定义在Internet上产生复杂和分布式服务的Web内容语义。从某种意义上说,第一个领域接近系统,定义了“内部的、可操作的知识”,而第二个领域定义了关于软件实体和人类应该共存的环境的知识。本文将这两种方法融合在一起,提出了一种基于代理的系统,该系统能够对一组Web资源进行语义表征和搜索,并通过监测传感器和与外部Web服务的交互来维护和更新其知识库。首先,实验结果证实了组合方法在搜索召回方面的有效性,这要归功于覆盖主题的自动更新。
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