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首页> 外文期刊>International Journal of Robotics & Automation >SERVICE COMPOSITION BASED ON IMPROVED GENETIC ALGORITHM AND ANALYTICAL HIERARCHY PROCESS
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SERVICE COMPOSITION BASED ON IMPROVED GENETIC ALGORITHM AND ANALYTICAL HIERARCHY PROCESS

机译:基于改进遗传算法和分析层次过程的服务组成

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摘要

During the past few years, a service-oriented architecture paradigm was utilized by more and more business entities and organizations, and numerous services were deployed on the Web environment separately. Compositing these decentralized services based on their quality information is a time-consuming optimization problem because of their dynamic nature. To address the problem in a timely manner, a method using the improved genetic algorithm and AHP (Analytical Hierarchy Process) is proposed in this paper. The AHP algorithm is used to select local optimal services, and the mechanism of similar chromosome exclusion is introduced to expand the diversity of population as the "premature" phenomenon may occur during the process of evolution. The strategy of elite individual reservation is adopted to accelerate the convergence of genetic algorithm. The simulation results demonstrate that the improved approach in our work has good convergence and efficiency, and the service composition can be realized more efficient than before.
机译:在过去几年中,通过越来越多的商业实体和组织利用面向服务的架构范例,并且分别部署了许多服务。根据其质量信息组合这些分散的服务是由于其动态性质的耗时的优化问题。为了及时解决问题,本文提出了一种使用改进的遗传算法和AHP(分析层次处理)的方法。 AHP算法用于选择局部最佳服务,并引入类似染色体排除的机制,以扩大种群的分集,因为在进化过程中可能发生的“早产”现象。采用精英个人保留的战略加速遗传算法的收敛性。仿真结果表明,我们工作中的改进方法具有良好的收敛性和效率,并且服务组合物可以比以前更有效。

著录项

  • 来源
  • 作者单位

    Guilin Univ Elect Technol Guangxi Key Lab Trusted Software Guangxi Coll &

    Univ Key Lab Cloud Comp &

    Complex Guilin Peoples R China;

    Guilin Univ Elect Technol Guangxi Key Lab Trusted Software Guangxi Coll &

    Univ Key Lab Cloud Comp &

    Complex Guilin Peoples R China;

    China Elect Technol Grp Corp Res Inst 54 Beijing Peoples R China;

    Guilin Univ Elect Technol Guangxi Key Lab Trusted Software Guangxi Coll &

    Univ Key Lab Cloud Comp &

    Complex Guilin Peoples R China;

    Guilin Univ Elect Technol Guangxi Key Lab Trusted Software Guangxi Coll &

    Univ Key Lab Cloud Comp &

    Complex Guilin Peoples R China;

    China Elect Technol Grp Corp Marine Informat Technol Res Inst Co Ltd Beijing Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 机器人技术 ;
  • 关键词

    Service composition; genetic algorithm; analytical hierarchy process;

    机译:服务组成;遗传算法;分析层次过程;

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