首页> 外文期刊>IEEE Transactions on Fuzzy Systems >New methodology for analytical and optimal design of fuzzy PID controllers
【24h】

New methodology for analytical and optimal design of fuzzy PID controllers

机译:模糊PID控制器的解析和优化设计的新方法

获取原文
获取原文并翻译 | 示例
           

摘要

Describes a methodology for the systematic design of fuzzy PID controllers based on theoretical fuzzy analysis and, genetic-based optimization. An important feature of the proposed controller is its simple structure. It uses a one-input fuzzy inference with three rules and at most six tuning parameters. A closed-form solution for the control action is defined in terms of the nonlinear tuning parameters. The nonlinear proportional gain is explicitly derived in the error domain. A conservative design strategy is proposed for realizing a guaranteed-PID-performance (GPP) fuzzy controller. This strategy suggests that a fuzzy PID controller should be able to produce a linear function from its nonlinearity tuning of the system. The proposed PID system is able to produce a close approximation of a linear function for approximating the GPP system. This GPP system, incorporated with a genetic solver for the optimization, will provide the performance no worse than the corresponding linear controller with respect to the specific performance criteria. Two indexes, linearity approximation index (LAI) and nonlinearity variation index (NVI), are suggested for evaluating the nonlinear design of fuzzy controllers. The proposed control system has been applied to several first-order, second-order, and fifth-order processes. Simulation results show that the proposed fuzzy PID controller produces superior control performance to the conventional PID controllers, particularly in handling nonlinearities due to time delay and saturation.
机译:描述了基于理论模糊分析和基于遗传的优化的模糊PID控制器的系统设计方法。所提出的控制器的重要特征是其简单的结构。它使用具有三个规则和最多六个调整参数的单输入模糊推理。根据非线性调整参数定义了控制动作的封闭形式解决方案。非线性比例增益是在误差域中明确得出的。提出了一种保守的设计策略来实现有保证的PID性能(GPP)模糊控制器。该策略表明模糊PID控制器应该能够从系统的非线性调整中产生线性函数。所提出的PID系统能够产生近似于GPP系统的线性函数的近似。结合遗传求解器进行优化的该GPP系统在特定性能标准方面的性能不会比相应的线性控制器差。为评估模糊控制器的非线性设计,建议使用两个指标:线性近似指标(LAI)和非线性变化指标(NVI)。所提出的控制系统已应用于几个一阶,二阶和五阶过程。仿真结果表明,所提出的模糊PID控制器具有优于常规PID控制器的控制性能,特别是在处理由于时间延迟和饱和而引起的非线性方面。

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