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Optimized control and neural observers with germinal center optimization: A review

机译:优化控制和神经观察者,具有发芽中心优化:综述

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摘要

The performance of most of nowadays control techniques depends on the choices of specific designed parameters. In the past five years, a common approach for solving the issue of finding the best designed parameters have been using metaheuristics optimization techniques. In the present review, we explore the use of the germinal center optimization algorithm (GCO) and its applications in neural identification and control. GCO is a novel artificial immune system for multivariate optimization, in contrast with other swarm optimization techniques, GCO have adaptive leadership, this enable to modify online the balance between exploration and exploitation. This is a good feature when the form of the objective function is unknown. We also explore the recent tendencies of other metaheuristics for control tuning. (C) 2019 Published by Elsevier Ltd.
机译:现在大多数控制技术的性能取决于特定设计参数的选择。在过去的五年中,解决了解找到最佳设计参数问题的常见方法已经采用了毛法学优化技术。在本综述中,我们探讨了发芽中心优化算法(GCO)的使用及其在神经识别和控制中的应用。 GCO是一种新型人工免疫系统,用于多元优化,与其他群体优化技术相比,GCO具有自适应领导,这使得在线改变勘探和剥削之间的平衡。当目标函数的形式未知时,这是一个很好的特征。我们还探讨了其他美术机构的最近倾向调整的趋势。 (c)2019年由elestvier有限公司发布

著录项

  • 来源
    《Annual Review in Control》 |2019年第2019期|273-280|共8页
  • 作者单位

    Univ Guadalajara Univ Ctr Exact Sci & Engn 1421 Marcelino Garcia Barragan Blvd Guadalajara 44430 Jalisco Mexico;

    Univ Guadalajara Univ Ctr Exact Sci & Engn 1421 Marcelino Garcia Barragan Blvd Guadalajara 44430 Jalisco Mexico;

    Univ Guadalajara Univ Ctr Exact Sci & Engn 1421 Marcelino Garcia Barragan Blvd Guadalajara 44430 Jalisco Mexico;

    Univ Guadalajara Univ Ctr Exact Sci & Engn 1421 Marcelino Garcia Barragan Blvd Guadalajara 44430 Jalisco Mexico;

    Univ Guadalajara Univ Ctr Exact Sci & Engn 1421 Marcelino Garcia Barragan Blvd Guadalajara 44430 Jalisco Mexico;

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

    Germinal center optimization; Neural observers; Optimal control;

    机译:发芽中心优化;神经观察者;最优控制;

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