Enhanced Arithmetic Optimization Algorithm for Parameter Estimation of PID Controller

被引:19
|
作者
Issa, Mohamed [1 ,2 ]
机构
[1] Zagazig Univ, Fac Engn, Comp & Syst Dept, Zagazig, Egypt
[2] NAHDA Univ Beni Suef, Fac Comp Sci, New Beni Suef City, Egypt
关键词
PID controller; Arithmetic optimization algorithm (AOA); Harris Hawk optimization algorithm (HHO); PARTICLE SWARM OPTIMIZATION; MOTH-FLAME OPTIMIZATION; MUTATION; DESIGN;
D O I
10.1007/s13369-022-07136-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The Proportional-Integral-Derivative (PID) controller is a key component in most engineering applications. The main disadvantage of PID is the selection of the best values for its parameters using traditional methods that do not achieve the best response. In this work, the recently released empirical identification algorithm that is the Arithmetic Optimization Algorithm (AOA) was used to determine the best values of the PID parameters. AOA was selected due to its effective exploration ability. Unfortunately, AOA cannot achieve the best parameter values due to its poor exploitation of search space. Hence, the performance of the AOA exploit is improved by combining it with the Harris Hawk Optimization (HHO) algorithm which has an efficient exploit mechanism. In addition, avoidance of trapping in the local lower bounds of AOA-HHO is enhanced by the inclusion of perturbation and mutation factors. The proposed AOA-HHO algorithm is tested when choosing the best values for PID parameters to control two engineering applications namely DC motor regulation and three fluid level sequential tank systems. AOA-HHO has superiority over AOA and comparative algorithms.
引用
下载
收藏
页码:2191 / 2205
页数:15
相关论文
共 50 条
  • [21] A Novel Enhanced Arithmetic Optimization Algorithm for Global Optimization
    Zhang, Jinzhong
    Zhang, Gang
    Huang, Yourui
    Kong, Min
    IEEE ACCESS, 2022, 10 : 75040 - 75062
  • [22] Parameter Tuning of a PID Controller Based on the Cellular Genetic Algorithm
    Chen, Lifeng
    ENGINEERING LETTERS, 2024, 32 (04) : 828 - 834
  • [23] Optimization of PID Controller Parameter using the Geometric Mean Optimizer
    Abdellatif, Osama
    Issa, Mohamed
    Ziedan, Ibrahim
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2024, 15 (04) : 1098 - 1103
  • [24] Studing of PID parameter optimization method for attitude controller of quadrotor
    Li, Xun
    Qu, Shiru
    Cai, Lei
    Journal of Computational Information Systems, 2014, 10 (18): : 7805 - 7812
  • [25] Application of a modified PSO algorithm in PID controller optimization
    Jiang Shi-cheng
    Xu Wen-bo
    2011 TENTH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING AND SCIENCE (DCABES), 2011, : 343 - 346
  • [26] The optimization for PID controller parameters based on Genetic Algorithm
    Niu Xiang-jie
    APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 4102 - 4105
  • [27] Optimization of Algorithm for ATO Speed Controller of PID Control
    Wang, Fangchao
    Bao, Linghong
    Cai, Hao
    Huang, Zhengwen
    2022 IEEE 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING, ICITE, 2022, : 83 - 86
  • [28] Parameter Optimization of PID Sliding Mode Controller for Hydraulic Turbine Regulating System Based on IFABC Algorithm
    Chen, Gonggui
    Tan, Xiaoxia
    Zhang, Zhizhong
    Sun, Zhi
    ENGINEERING LETTERS, 2020, 28 (01) : 168 - 179
  • [29] The Application of Chaos Genetic Algorithm in the PID Parameter Optimization
    Wu, Tiebin
    Cheng, Yun
    Tan, Jiafan
    Zhou, Taoyun
    2008 3rd International Conference on Intelligent System and Knowledge Engineering, Vols 1 and 2, 2008, : 230 - 234
  • [30] Optimization for parameter of PID based on DNA genetic algorithm
    Huang, YR
    Chen, XQ
    Hu, YH
    PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND BRAIN, VOLS 1-3, 2005, : 859 - 861