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首页> 外文期刊>Kybernetika >DIFFERENTIAL EVOLUTION ALGORITHM COMBINED WITH CHAOTIC PATTERN SEARCH
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DIFFERENTIAL EVOLUTION ALGORITHM COMBINED WITH CHAOTIC PATTERN SEARCH

机译:微分进化算法与混沌模式搜索相结合

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摘要

Differential evolution algorithm combined with chaotic pattern search(DE-CPS) for global optimization is introduced to improve the performance of simple DE algorithm. Pattern search algorithm using chaotic variables instead of random variables is used to accelerate the convergence of solving the objective value. Experiments on 6 benchmark problems, including morbid Rosenbrock function, show that the novel hybrid algorithm is effective for nonlinear optimization problems in high dimensional space. The comparisons with the standard particle swarm optimization (PSO), differential evolution (DE) and other hybrid algorithms verify DE-CPS algorithm has great superiority.
机译:引入差分进化算法结合混沌模式搜索(DE-CPS)进行全局优化,以提高简单DE算法的性能。使用混沌变量代替随机变量的模式搜索算法可加快求解目标值的收敛速度。对包括病态Rosenbrock函数在内的6个基准问题进行的实验表明,该新型混合算法可有效解决高维空间中的非线性优化问题。与标准粒子群优化算法(PSO),差分进化算法(DE)和其他混合算法的比较证明了DE-CPS算法具有很大的优越性。

著录项

  • 来源
    《Kybernetika》 |2010年第4期|p.684-696|共13页
  • 作者单位

    School of Management, Hefei University of Technology, Hefei 230009, China, School of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074. China;

    School of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074- China;

    School of Automation, Wuhan University of Technology, Wuhan, Hubei, School of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074. China;

    School of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074- China;

    School of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, 430074- China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    hybrid algorithm; differential evolution(DE); chaotic pattern search; global optimization;

    机译:混合算法差异演化(DE);混沌模式搜索全局优化;

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