Service Composition Optimization Based on the Fireworks Algorithm Mixing Hybrid Mutation and Tournament Strategy

Hua Qu, Jiang Bian, Yanpeng Zhang
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引用次数: 1

Abstract

With web service's standards continuously proposed and the amount of web services increasing, the single-function web service is difficult to solve the problem of complex and changing real-time. In order to acquire the complex services through composing multiple simple Web service, an improved fireworks algorithm that mixing hybrid mutation and tournament strategies are proposed in this paper. Firstly, the hybrid mutation is used to optimize the fireworks mutation process, so as to avoid the algorithm falling into local optimum and improve its global search ability. Then the tournament selection strategy is adopted to pick out the next generation of fireworks population and improve the speed of algorithm convergence. Experimental results verify that the algorithm is effective and stable for Web service composition problems.
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基于混合变异和竞赛策略的Fireworks算法的服务组合优化
随着web服务标准的不断提出和web服务数量的不断增加,单一功能的web服务难以解决复杂多变的实时性问题。为了通过组合多个简单的Web服务来获取复杂的服务,本文提出了一种混合混合变异和竞赛策略的改进烟花算法。首先,利用混合突变对烟花突变过程进行优化,避免算法陷入局部最优,提高算法的全局搜索能力;然后采用锦标赛选择策略来挑选下一代烟花种群,提高算法的收敛速度。实验结果验证了该算法对Web服务组合问题的有效性和稳定性。
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