A new approach to optimal design of digital fractional-order PI-λ D-μcontroller

被引:12
|
作者
Xu, Lin [1 ]
Song, Baoye [1 ]
Cao, Maoyong [1 ]
Xiao, Yihui [1 ]
机构
[1] Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Shandong, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Discretization of fractional-order operator; Fractional-order PID controller; Digital (PID mu)-D-lambda controller; PSO; Improved particle swarm optimization algorithm; PARTICLE SWARM OPTIMIZATION; GENETIC REGULATORY NETWORKS; (PID-MU)-D-LAMBDA CONTROLLER; TRANSFORMATION POLYNOMIALS; DISCRETIZATION METHODS; ALGORITHM; PARAMETERS; REALIZATION; SYSTEMS;
D O I
10.1016/j.neucom.2019.06.059
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fractional-order (PID mu)-D-lambda controller has been under intensive investigations for better control performance in recent years. To facilitate the implementation of digital controller, the (PID mu)-D-lambda controller is usually firstly optimally designed in continuous domain, and then discretized to obtain a digital (PID mu)-D-lambda controller. However, the aforementioned methodology may lead to performance deterioration and other undesirable results. To tackle the issues identified above, a new approach is proposed to directly design the optimal digital (PID mu)-D-lambda controller, which is formulated to be a controller optimization problem with six tunable parameters by using the parameterized Al-Alaoui operator for discretization. To optimize the digital (PID mu)-D-lambda controller, an improved PSO-SADV algorithm with switching adaptive delayed velocities has been developed to deal with some frequently encountered obstacle phenomena in the optimization problem, and the superiorities of the PSO-SADV are verified by several comparative simulation experiments. Finally, the PSO-SADV is employed to handle the parameter optimization issue of the digital (PID mu)-D-lambda controller based on the ITSE index of step response. Several illustrative simulation experiments are carried out upon some typical controlled objects for the comparison with the (PID mu)-D-lambda controller and its discretizations, and the effectiveness and superiority of the new approach can be confirmed by the simulation results. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:66 / 77
页数:12
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