...
首页> 外文期刊>Journal of the Franklin Institute >Application of non-dominated sorting genetic algorithm-II technique for optimal FACTS-based controller design
【24h】

Application of non-dominated sorting genetic algorithm-II technique for optimal FACTS-based controller design

机译:非支配排序遗传算法-II技术在基于FACTS的最优控制器设计中的应用

获取原文
获取原文并翻译 | 示例
   

获取外文期刊封面封底 >>

       

摘要

Design of an optimal controller requires optimization of multiple performance measures that are often noncommensurable and competing with each other. Design of such a controller is indeed a multi-objective optimization problem. Non-dominated sorting in genetic algorithms-II (NSGA-II) is a popular non-domination based genetic algorithm for solving multi-objective optimization problems. This paper investigates the application of NSGA-II technique for the design of a flexible AC transmission system (FACTS)-based controller. The design objective is to improve the stability of the power system with minimum control effort. The proposed technique is applied to generate Pareto set of global optimal solutions to the given multi-objective optimization problem. Further, a fuzzy-based membership value assignment method is employed to choose the best compromise solution from the obtained Pareto solution set. Further, a detailed analysis on the selection of control signals (both local and remote signals) on the effectiveness of the proposed controller is carried out and simulation results are presented under various loading conditions and disturbances to show the effectiveness and robustness of the proposed approach.
机译:最佳控制器的设计需要优化通常无法衡量且相互竞争的多个性能指标。这种控制器的设计确实是一个多目标优化问题。遗传算法-II(NSGA-II)中的非支配排序是一种流行的基于非支配的遗传算法,用于解决多目标优化问题。本文研究了NSGA-II技术在基于柔性交流输电系统(FACTS)的控制器设计中的应用。设计目标是以最小的控制工作量来提高电源系统的稳定性。所提出的技术被用于为给定的多目标优化问题生成全局最优解的帕累托集。此外,采用基于模糊的隶属度值分配方法从获得的Pareto解集中选择最佳折衷解。此外,对控制信号(本地和远程信号)的选择进行了详细的分析,提出了该控制器的有效性,并在各种负载条件和干扰下给出了仿真结果,以显示该方法的有效性和鲁棒性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号