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TTS-Coded Genetic Algorithm for QoS-driven web service selection

机译:用于QoS驱动的Web服务选择的TTS编码遗传算法

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To maximize user satisfaction during composition of web services, a novel genetic algorithm based on a special tree traversal sequence (TTS) coding scheme is presented in this paper. Utilizing the tree traversal information toted by individuals of genetic population and the composite logical information stored in tree composite pattern (TCP), TTS coding scheme can support all the 4 basic models of service composition flows in a much simpler and more effective way. Additionally, an adaptive crossover and mutation strategy is adopted to improve the algorithm's search capability and constringency speed. Experiments show that the adaptive TTS-coded genetic algorithm (GA) can get more excellent composite service plan than matrix-coded and tree-coded GA.
机译:为了最大程度地提高用户在Web服务组合过程中的满意度,本文提出了一种基于特殊树遍历序列(TTS)编码方案的新型遗传算法。 TTS编码方案利用遗传种群个体所遍历的树遍历信息和以树复合模式(TCP)存储的复合逻辑信息,可以以更简单,更有效的方式支持服务组合流的所有4种基本模型。另外,采用自适应交叉和变异策略来提高算法的搜索能力和收敛速度。实验表明,自适应TTS编码遗传算法(GA)可以获得比矩阵编码和树编码GA更好的综合服务计划。

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