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ISPCA: IDPSO-Based Service Pool Construction Algorithm

机译:ISPCA:基于IDPSO的服务池建设算法

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QoS-driven web services selection plays an important role in web service composition. Since the selected services would fail down because of the dynamic network situation, this paper presents a service pool model to help users save more composite plans in one selection process. In addition, an efficient service pool construction algorithm, ISPCA, based on an Improved Discrete Particle Swarm Optimization (IDPSO) is also proposed. And the third contribution of our work was that a non-uniform mutation strategy (NUMS) is introduced to the global best particle in IDPSO to enhance the quality of composite plans in service pool. The results of experimental evaluation indicate that our approach significantly outperforms existing methods in execution time while selecting more combinations with better QoS performance.
机译:QoS驱动的Web服务选择在Web服务组合中扮演着重要作用。由于所选服务由于动态网络情况而失败,因此本文提出了一个服务池模型,以帮助用户在一个选择过程中节省更多的复合计划。此外,还提出了一种高效的服务池结构算法,基于改进的离散粒子群优化(IDPSO),ISPCA。我们工作的第三贡献是,IDPSO中的全球最佳粒子引入了非均匀突变策略(NUMS),以提高服务池中的综合计划质量。实验评估结果表明,我们的方法在执行时间内显着优于现有方法,同时选择具有更好QoS性能的更多组合。

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