首页> 外文学位 >Design & Optimization of Intelligent PI Controllers (Fuzzy & Neuro-Fuzzy) for HVDC Transmission System.
【24h】

Design & Optimization of Intelligent PI Controllers (Fuzzy & Neuro-Fuzzy) for HVDC Transmission System.

机译:高压直流输电系统智能PI控制器(模糊和神经模糊)的设计和优化。

获取原文
获取原文并翻译 | 示例

摘要

This thesis deals with enhancing the performance of Fuzzy Logic (FL) based PI controllers for High Voltage Direct Current Transmission Systems (HVDC) by optimizing the key parameters i.e. membership functions (MFs) and fuzzy rule base in the controllers design.;In the second part of the thesis, a Neuro-Fuzzy (NF) controller to update the fuzzy rule base with changing system conditions is proposed, which in turn adjusts the PI gains of a conventional PI controller. Results from simulations illustrate the potential of the proposed control scheme as the NF controller successfully adapts to different system conditions and is able to minimize the total current error.;Keywords: HVDC Converter, Fuzzy Logic Controller, Membership Function, Neuro-Fuzzy Controller, EMTP-RV;In the first part of the thesis, an adaptive Fuzzy PI controller is designed and the effect of various MF shapes, widths and distribution on the performance of a FL controlled HVDC system under different system conditions is studied with the aim of selecting a MF which minimizes the total control error. Simulated results show that the shape, width and distribution of a MF influences the performance of the FL controller and concludes that nonlinear MFs (i.e. Gaussian) offer a more better choice than linear (i.e. Triangular) MFs as the former provides a smoother transition at the switching points and thus propose a better controller.
机译:本文通过优化控制器设计中的关键参数,即隶属函数(MFs)和模糊规则库,来提高用于高压直流输电系统(HVDC)的基于模糊逻辑(PI)的PI控制器的性能。论文的一部分,提出了一种神经模糊(NF)控制器,用于随着系统条件的变化更新模糊规则库,进而调节常规PI控制器的PI增益。仿真结果说明了该控制方案的潜力,因为NF控制器成功地适应了不同的系统条件并能够最大程度地减小总电流误差。关键词:HVDC转换器,模糊逻辑控制器,隶属函数,神经模糊控制器,EMTP -RV;在论文的第一部分中,设计了一种自适应模糊PI控制器,并研究了不同MF形状,宽度和分布对FL控制的HVDC系统在不同系统条件下的性能的影响,目的是选择一个MF使总控制误差最小。仿真结果表明,MF的形状,宽度和分布会影响FL控制器的性能,并得出结论:非线性MF(即高斯)比线性(即三角)MF提供了更好的选择,因为前者提供了更平滑的过渡。切换点,从而提出更好的控制器。

著录项

  • 作者

    Multani, Munish.;

  • 作者单位

    University of Ontario Institute of Technology (Canada).;

  • 授予单位 University of Ontario Institute of Technology (Canada).;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.A.Sc.
  • 年度 2010
  • 页码 136 p.
  • 总页数 136
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:37:02

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