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An Improved Genetic Algorithm of Web Services Composition with QOS

机译:一种改进的QoS Web服务组合的遗传算法

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A web service composition method based on the adaptive genetic operator was proposed to deal with the issues of the lack of adaptability and the easy-premature phenomena in web services composition genetic algorithm. Adaptive crossover and mutation operator were designed according to the individual adaptability and evolution stage for enlarging local search range and increasing convergent speed. Moreover, use for reference the idea of taboo table in taboo search algorithm, we can inhibit the algorithm from converging to false optimal solution untimely; meanwhile, an evolution strategy was adopted to prevent the loss of composite service with high fitness value. The experimental result shows that better composite services can be gotten through the improved algorithm; moreover the convergence speed has also been improved.
机译:提出了一种基于自适应遗传算子的Web服务组合方法,以处理缺乏适应性的问题和Web服务组合遗传算法中的易于过早现象。自适应交叉和突变操作员根据各个适应性和演化阶段设计,以扩大局部搜索范围和增加会聚速度。此外,用于参考禁忌搜索算法中禁忌表的思想,我们可以抑制算法不及时会聚到假最佳解决方案;同时,采用了一种进化战略来防止具有高健康价值的复合服务的损失。实验结果表明,可以通过改进的算法获得更好的复合服务;此外,收敛速度也得到了改善。

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