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首页> 外文期刊>International journal of hydrogen energy >Circular genetic operators based RNA genetic algorithm for modeling proton exchange membrane fuel cells
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Circular genetic operators based RNA genetic algorithm for modeling proton exchange membrane fuel cells

机译：基于圆形遗传算子的RNA遗传算法用于质子交换膜燃料电池建模

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摘要

Inspired by the biological RNA, a circular genetic operators based RNA genetic algorithm (cRNA-GA) is proposed to estimate the model parameters of the proton exchange membrane fuel cell (PEMFC). To maintain the population diversity and avoid premature convergence, we design the novel genetic operator of the double-loop crossover operator. To allow the algorithm to jump out of local optima, the adaptive mutation probabilities are presented and the stem-loop mutation operator is adopted with the other mutation operators. The simulated annealing method is also incorporated into the cRNA-GA to improve local search ability. Performance tests conducted on some typical benchmark functions have witnessed the validity of cRNA-GA. The cRNA-GA is also applied to estimate the parameters of the PEMFC model and the satisfactory results have shown its effectiveness.
机译：受生物RNA的启发，提出了一种基于循环遗传算子的RNA遗传算法（cRNA-GA）来估计质子交换膜燃料电池（PEMFC）的模型参数。为了保持种群多样性并避免过早收敛，我们设计了双环交叉算子的新型遗传算子。为了使算法跳出局部最优，提出了自适应突变概率，并且将茎环变异算子与其他变异算子一起采用。模拟退火方法也被并入cRNA-GA，以提高局部搜索能力。在一些典型基准功能上进行的性能测试证明了cRNA-GA的有效性。 cRNA-GA还用于估算PEMFC模型的参数，令人满意的结果表明了其有效性。

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  • 来源
    《International journal of hydrogen energy》 |2014年第31期|17779-17790|共12页
  • 作者

    Qinqin Zhu; Ning Wang; Li Zhang;

  • 作者单位

    National Laboratory of Industrial Control Technology, Institute of Cyber-systems and Control, Zhejiang University, Hangzhou 310027, PR China;

    National Laboratory of Industrial Control Technology, Institute of Cyber-systems and Control, Zhejiang University, Hangzhou 310027, PR China;

    National Laboratory of Industrial Control Technology, Institute of Cyber-systems and Control, Zhejiang University, Hangzhou 310027, PR China,College of Automation and Electrical Engineering, Zhejiang University of Science and Technology, Hangzhou 310023, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Proton exchange membrane fuel cell (PEMFC); Parameter estimation; Circular genetic operators; RNA genetic algorithm; Biological computing;

    机译：质子交换膜燃料电池（PEMFC）;参数估计;循环遗传算子;RNA遗传算法;生物计算;

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