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Agent service matchmaking algorithm for autonomic element with semantic and QoS constraints

机译:具有语义和QoS约束的自主元素的Agent服务匹配算法

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摘要

Agent service description and matchmaking problem for autonomic element has been taken as one of the most important issue in the field of autonomic computing based on agent and multi-agent system. Considering the semantic and QoS for capability description of agent service are two important issues during matchmaking, the factors of semantic and QoS during matchmaking are considered together, and an agent service description model named ASDM_SQ is proposed. On basis of this model, a matchmaking algorithm with semantic and QoS constraints named ASMA_JQ, is presented to find the agent service satisfied both the given semantic similarity threshold and optimal QoS performance. The proposed algorithm lies over two fundamental processes: semantic similarity matchmaking and QoS matchmaking. During QoS matchmaking, evaluation mechanism of confidence of individual QoS attributes, i.e. fidelity factor is introduced to overcome drawbacks such as subjectiveness and unfairness and improve the self-configuration capability for agent element. Simulation experiments demonstrate the effective and correction of our algorithm for agent service matchmaking, and perform better QoS performance than other existing algorithm, which can further show that our algorithm has better compromise between attribute quality and users' evaluation when selecting agent service.
机译:自主元素的Agent服务描述和匹配问题已成为基于Agent和多Agent系统的自主计算领域中最重要的问题之一。将语义和服务质量描述中的QoS视为匹配过程中的两个重要问题,同时考虑了匹配过程中语义和QoS的影响因素,提出了一种名为ASDM_SQ的代理服务描述模型。在此模型的基础上,提出了一种具有语义和QoS约束的匹配算法ASMA_JQ,以找到既满足给定语义相似性阈值又具有最佳QoS性能的代理服务。该算法位于两个基本过程之上:语义相似性匹配和QoS匹配。在QoS匹配过程中,引入了单个QoS属性的置信度评估机制,即保真因子,以克服主观性和不公平性等缺点,并提高了代理元素的自配置能力。仿真实验证明了我们的算法对代理服务匹配的有效性和校正性,并且比其他现有算法具有更好的QoS性能,这可以进一步证明我们的算法在选择代理服务时更好地兼顾了属性质量和用户评价。

著录项

  • 来源
    《Knowledge-Based Systems》 |2010年第2期|132-143|共12页
  • 作者单位

    School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094. China State Key Laboratory for Novel Software, Nanjing University, Nanjing 210093, China;

    State Key Laboratory for Novel Software, Nanjing University, Nanjing 210093, China;

    School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094. China;

    School of Computer Science and Technology, Nanjing University of Science and Technology, Nanjing 210094. China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    agent service matchmaking; service description model; semantic similar; QoS constraints; autonomic element; autonomic computing;

    机译:代理服务对接会;服务描述模型;语义相似QoS约束;自主元素自主计算;

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