A new bio-inspired fuzzy immune PI λDμ structure with optimal PSO parameters tuning

被引:0
作者
Gherbi, Sofiane [1 ]
Benharkou, Ibtihal [2 ]
Bechouat, Mohcene [3 ]
Sedraoui, Moussa [4 ]
机构
[1] Badji Mokthar Univ, Elect Dept, Lab Automat & Signuax Annaba LASA, Annaba, Algeria
[2] 20 aout 1955 Univ, Elect Engn Dept, Skikda, Algeria
[3] Univ Ghardaia, Fac Sci & Technol, Noumirat BP 455, Route Ouargla, Ghardaia 47000, Algeria
[4] Univ Guelma, Dept Electron & Telecommun, Labs Telecommun LT, 8 Mai 1945, Guelma, Algeria
关键词
Immune feedback mechanism center dot Standard PI lambda.D-mu controller center dot Fuzzy modeling center dot Constrained optimization; problem center dot Particle swarm optimization algorithm; CONTROLLER; SYSTEMS; DESIGN;
D O I
10.1007/s40435-022-01039-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new non-integer-order proportional-integral-derivative PI lambda.D-mu controller structure inspired from the immune feedback mechanism is proposed in this paper. The main contribution lies in raising the degree of freedom of the standard PI lambda.D-mu controller from five to eight degrees, thus providing three additional tools to meet the most demanding specifications in terms of control performances. Two of the three extra parameters are provided by a Mamdani fuzzy model, which describes the nonlinear behavior of the immune feedback mechanism, according to some bio-inspired fuzzy rules available in the literature. The rest of the parameters are optimally tuned by minimizing a constrained optimization problem, based on an integral time absolute error criterion, using the particle swarm optimization algorithm. The proposed controller is tested in a level control loop of an interacting three-tank system. The simulation results confirm its effectiveness in terms of timedomain performances, control signal efforts, disturbance rejection and robustness against parametric variations compared to the integer-order PID, the immune PID and the standard PI lambda.D-mu controllers.
引用
收藏
页码:1102 / 1114
页数:13
相关论文
共 39 条
[1]   Optimal design of Fractional order PID controller based Automatic voltage regulator system using gradient-based optimization algorithm [J].
Altbawi S.M.A. ;
Mokhtar A.S.B. ;
Jumani T.A. ;
Khan I. ;
Hamadneh N.N. ;
Khan A. .
Journal of King Saud University - Engineering Sciences, 2024, 36 (01) :32-44
[2]  
Altinoz O.T., 2018, Int. J. Optim. Control. Theor. Appl. (IJOCTA), V8, P183, DOI [10.11121/ijocta.01.2018.00399, DOI 10.11121/IJOCTA.01.2018.00399]
[3]   Improved PID controller tuning rules for performance degradation/robustness increase trade-off [J].
Arrieta, O. ;
Vilanova, R. ;
Rojas, J. D. ;
Meneses, M. .
ELECTRICAL ENGINEERING, 2016, 98 (03) :233-243
[4]   Three-Tank Virtual Laboratory for Input Saturation Control Based on Matlab [J].
Bistak, P. ;
Huba, M. .
IFAC PAPERSONLINE, 2016, 49 (06) :207-212
[5]   A review of PID control, tuning methods and applications [J].
Borase, Rakesh P. ;
Maghade, D. K. ;
Sondkar, S. Y. ;
Pawar, S. N. .
INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2021, 9 (02) :818-827
[6]  
Bouchebbat R, 2017, INT CONF SYST CONTRO, P33, DOI 10.1109/ICoSC.2017.7958656
[7]   Management control systems design within its organizational context: findings from contingency-based research and directions for the future [J].
Chenhall, RH .
ACCOUNTING ORGANIZATIONS AND SOCIETY, 2003, 28 (2-3) :127-168
[8]   NSGA-II-Based Parameter Tuning Method and GM(1,1)-Based Development of Fuzzy Immune PID Controller for Automatic Train Operation System [J].
Chu, Pengzi ;
Yu, Yi ;
Dong, Danyang ;
Lin, Hui ;
Yuan, Jianjun .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
[9]   On the trajectory tracking control for an SCARA robot manipulator in a fractional model driven by induction motors with PSO tuning [J].
Coronel-Escamilla, A. ;
Torres, F. ;
Gomez-Aguilar, J. F. ;
Escobar-Jimenez, R. F. ;
Guerrero-Ramirez, G. V. .
MULTIBODY SYSTEM DYNAMICS, 2018, 43 (03) :257-277
[10]   Fractional order controllers increase the robustness of closed-loop deep brain stimulation systems [J].
Coronel-Escamilla, Antonio ;
Francisco Gomez-Aguilar, Jose ;
Stamova, Ivanka ;
Santamaria, Fidel .
CHAOS SOLITONS & FRACTALS, 2020, 140