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Cross-community interoperation between knowledge-based multi-agent systems: A study on EMERALD and Rule Responder

机译:基于知识的多主体系统之间的跨社区互操作:EMERALD和规则响应程序的研究

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摘要

The ultimate vision of the Semantic Web (SW) is to provide users with the capability of delegating complex tasks to intelligent agents. The latter, acting in an interoperable and information-rich Web environment, will efficiently satisfy their users' requests in a variety of real-life applications. Much work has been done on SW information agents for Web-based query answering; a variety of multi-agent platforms and Web language standards has been proposed. However, the platform- and language-bridging interoperation across multi-agent systems has been neglected so far, although it will be vital for large-scale agent deployment and wide-spread adoption of agent technology by human users. This article defines the space of possible interoperation methods for heterogeneous multi-agent systems based on the communication type, namely symmetric or asymmetric, and the MASs status, namely open or closed systems. It presents how heterogeneous multi-agent systems can use one of these methods to interoperate and, eventually, automate collaboration across communities. The method is exemplified with two SW-enabled multi-agent systems, EMERALD and Rule Responder, which assist communities of users based on declarative SW and multi-agent standards such as RDF, OWL, RuleML, and FIPA. This interoperation employs a declarative, knowledge-based approach, which enables information agents to make smart and consistent decisions, relying on high-quality facts and rules. Multi-step interaction use cases between agents from both communities are presented, demonstrating the added value of interoperation.
机译:语义网(SW)的最终愿景是为用户提供将复杂任务委派给智能代理的功能。后者在可互操作且信息丰富的Web环境中运行,将在各种现实应用程序中有效满足其用户的要求。对于基于Web的查询回答,SW信息代理已完成许多工作;已经提出了多种多代理平台和Web语言标准。但是,到目前为止,跨代理程序跨平台和语言的互操作已被忽略,尽管这对于大规模代理部署和人类用户广泛采用代理技术至关重要。本文根据通信类型(即对称或非对称)和MAS状态(即开放式或封闭式系统)定义了异构多代理系统可能的互操作方法的空间。它展示了异构多代理系统如何使用这些方法之一来互操作,并最终实现跨社区的自动化协作。该方法以两个启用SW的多代理系统为例:EMERALD和Rule Responder,它们基于声明性SW和多代理标准(例如RDF,OWL,RuleML和FIPA)为用户社区提供帮助。这种互操作采用基于知识的声明式方法,使信息代理可以依靠高质量的事实和规则做出明智而一致的决策。介绍了来自两个社区的代理之间的多步骤交互用例,证明了互操作的附加值。

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