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Towards Heuristic Web Services Composition Using Immune Algorithm

机译:朝着使用免疫算法的启发式网络服务组合

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One of the main benefits of web services is the dynamic composability, however how to achieve this is one of the current research challenges. Web service composition has been studied and, amongst other methods, the use of natural computing methods has been proposed previously. In this paper, we address the need for a fast response when computing the most suitable sequence of services. In particular, we propose a novel heuristic immune algorithm with an efficient encoding and mutation method. The algorithm involves two steps: an immune selection operation, which is maintaining antibody population diversity and a clonal selection. The use of a vaccine during the evolution provides heuristic information that accelerates the convergence. Our experimental results illustrate that the proposed heuristic immune algorithm is very effective in improving the convergence speed.
机译:Web服务的主要优点之一是动态可组合性,但如何实现这一目标是当前的研究挑战之一。已经研究了网络服务组成,并且在其他方​​法中,先前提出了自然计算方法的使用。在本文中,我们在计算最合适的服务序列时,请解决快速响应的需求。特别是,我们提出了一种具有有效编码和突变方法的新型启发式免疫算法。该算法涉及两个步骤:免疫选择操作,其维持抗体群体多样性和克隆选择。在进化过程中使用疫苗提供了加速收敛的启发式信息。我们的实验结果表明,所提出的启发式免疫算法在提高收敛速度方面非常有效。

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