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Composition of Web Services of Multi-Population Adaptive Genetic Algorithm Based on Cosine Improvement

机译:基于余弦改进的多人自适应遗传算法的网页服务组成

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Web quality of service (QoS) awareness requires not only the selection of specific services to complete specific tasks, but also the comprehensive quality of service of the whole web service composition. How to select the web service composition with the highest comprehensive QoS is a NP hard problem. In this paper, an improved multi population genetic algorithm is proposed. Cosine adaptive operator is added to the algorithm to avoid premature algorithm caused by improper genetic operator and the disadvantage of destroying excellent individuals in later period. Experimental results show that compared with the common genetic algorithm and multi population genetic algorithm, this algorithm has the advantages of shorter time consumption and higher accuracy, and effectively avoids the loss of effective genes in the population.
机译:Web服务质量(QoS)意识不仅需要选择特定服务以完成特定任务,而且还需要全面的Web服务组成的全面服务质量。 如何选择具有最高综合QoS的Web服务组合是NP难题。 本文提出了一种改进的多群遗传算法。 余弦自适应操作员被添加到算法中,以避免因遗传算子不当和销毁优秀个人的缺点而引起的早期算法。 实验结果表明,与常见的遗传算法和多群遗传算法相比,该算法具有较短时间消耗和更高的准确性的优点,有效地避免了人口中有效基因的丧失。

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