Whale Optimization Algorithm-Based Tuning of Low-Cost Fuzzy Controllers with Reduced Parametric Sensitivity

被引:0
|
作者
David, Radu-Codrut [1 ]
Precup, Radu-Emil [1 ]
Preitl, Stefan [1 ]
Petriu, Emil M. [2 ]
Szedlak-Stinean, Alexandra-Iulia [1 ]
Roman, Raul-Cristian [1 ]
机构
[1] Politehn Univ Timisoara, Dept Autom Appl Informat, Timisoara, Romania
[2] Univ Ottawa, Sch Electr Eng Comput Sci, Ottawa, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Whale optimization algorithm; experimental validation; fuzzy control system; parametric sensitivity; servo systems; PID CONTROLLER; SYSTEM; MODEL;
D O I
10.1109/med48518.2020.9182923
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a novel application of Whale Optimization Algorithm (WOA) as solution for solving a complex control design and tuning problem concerning fuzzy control systems that control processes modeled as second-order servo systems with an integral component and variable parameters. The minimization of objective functions containing the error of the controlled process and the output sensitivity functions of the sensitivity models defined with respect to the parametric variations of the controlled process (the servo system) defines the optimization problem. WOA is integrated with the aim of obtaining optimal controller parameters therefore obtaining a new generation of Takagi-Sugeno-Kang proportional-integral fuzzy controllers. For this, a design method is defined and experimentally validated with the aid of a laboratory nonlinear servo system.
引用
收藏
页码:440 / 445
页数:6
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