多agent的基于偏好的服务选择

Hongbing Wang, Jie Zhang, C. Wan, Shizhi Shao, R. Cohen
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引用次数: 2

摘要

服务选择是多智能体系统应用中的重要问题之一。根据代理对服务的非功能性服务质量QoS属性的偏好进行服务选择,需要一种定性的方法。然而,当必须为具有不完整属性偏好的多个代理做出决策时,这是一个挑战。本文首先使用一种称为CP-nets的定性图形表示工具,以相对紧凑、直观和结构化的方式描述偏好关系。然后,我们提出了一种偏好推理算法,从CP-net为每个代理构建派生树,然后生成该代理的所有服务模式。Rank语义与Lex语义一起使用,以提供不同服务模式的排序。之后,我们合并所有代理的排名服务模式,并选择最满足这些代理的一组服务。最后,我们还提出了一种语义验证算法,根据其他投票语义来显示最佳服务模式的满意程度。实验结果表明,该方法总能在可接受的执行时间内得到所有智能体都满意的最优结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Qualitative preference-based service selection for multiple agents
Service selection is one of the important problems in applications of multi-agent systems. A qualitative way is desirable for service selection according to agents' preferences on non-functional Quality of Service QoS attributes of services. However, it is challenging when the decision has to be made for multiple agents with preferences on attributes that may be incomplete. In this paper, first use a qualitative graphical representation tool called CP-nets to describe preference relations in a relatively compact, intuitive and structured manner. We then propose a preference reasoning algorithm to construct a derivation tree from a CP-net for each agent and then generate all service patterns for this agent. The Rank semantic is used together with the Lex semantic to provide the ordering of different service patterns. After that, we merge ranked service patterns for all agents and select a set of services that satisfy these agents the most. Finally, we also propose a semantic validation algorithm to show the satisfactory degree of the best service patterns according to other voting semantics. Experimental results indicate that this method can always obtain optimal outcomes which closely satisfy all agents, within acceptable execution time.
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