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最优分数阶混合模糊 PID 控制器性能比较在处理具有死区的振荡分数阶过程。

Performance comparison of optimal fractional order hybrid fuzzy PID controllers for handling oscillatory fractional order processes with dead time.

机构信息

Department of Power Engineering, Jadavpur University, Salt Lake Campus, Kolkata, India.

出版信息

ISA Trans. 2013 Jul;52(4):550-66. doi: 10.1016/j.isatra.2013.03.004. Epub 2013 May 7.

DOI:10.1016/j.isatra.2013.03.004
PMID:23664205
Abstract

Fuzzy logic based PID controllers have been studied in this paper, considering several combinations of hybrid controllers by grouping the proportional, integral and derivative actions with fuzzy inferencing in different forms. Fractional order (FO) rate of error signal and FO integral of control signal have been used in the design of a family of decomposed hybrid FO fuzzy PID controllers. The input and output scaling factors (SF) along with the integro-differential operators are tuned with real coded genetic algorithm (GA) to produce optimum closed loop performance by simultaneous consideration of the control loop error index and the control signal. Three different classes of fractional order oscillatory processes with various levels of relative dominance between time constant and time delay have been used to test the comparative merits of the proposed family of hybrid fractional order fuzzy PID controllers. Performance comparison of the different FO fuzzy PID controller structures has been done in terms of optimal set-point tracking, load disturbance rejection and minimal variation of manipulated variable or smaller actuator requirement etc. In addition, multi-objective Non-dominated Sorting Genetic Algorithm (NSGA-II) has been used to study the Pareto optimal trade-offs between the set point tracking and control signal, and the set point tracking and load disturbance performance for each of the controller structure to handle the three different types of processes.

摘要

本文研究了基于模糊逻辑的 PID 控制器,考虑了几种混合控制器的组合,通过以不同形式对比例、积分和微分作用进行模糊推理来分组。在设计一组分解式混合 FO 模糊 PID 控制器时,使用了误差信号的分数阶(FO)速率和控制信号的 FO 积分。输入和输出比例因子(SF)以及积分微分算子通过实数编码遗传算法(GA)进行调整,通过同时考虑控制回路误差指标和控制信号来产生最佳的闭环性能。使用了具有不同时间常数和时滞相对优势程度的三类分数阶振荡过程来测试所提出的混合分数阶模糊 PID 控制器系列的相对优点。根据最优设定点跟踪、负载干扰抑制和最小化操纵变量变化或更小的执行器要求等方面,对不同 FO 模糊 PID 控制器结构进行了性能比较。此外,还使用非支配排序遗传算法(NSGA-II)研究了每个控制器结构在设定点跟踪和控制信号、设定点跟踪和负载干扰性能之间的 Pareto 最优权衡,以处理三种不同类型的过程。

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