Using Simplified Swarm Optimization on Multiloop Fuzzy PID Controller Tuning Design for Flow and Temperature Control System

被引:19
作者
Wu, Ting-Yun [1 ]
Jiang, Yun-Zhi [2 ]
Su, Yi-Zhu [3 ]
Yeh, Wei-Chang [3 ]
机构
[1] Natl Tsing Hua Univ, Dept Math, Hsinchu 30013, Taiwan
[2] Guangdong Polytech Normal Univ, Sch Math & Syst Sci, Guangzhou 510665, Peoples R China
[3] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Integrat & Collaborat Lab, Hsinchu 30013, Taiwan
来源
APPLIED SCIENCES-BASEL | 2020年 / 10卷 / 23期
关键词
PID controller; parameter tuning; Ziegler-Nicolas; Particle Swarm Optimization (PSO); Simplified Swarm Optimization (SSO); fuzzy control;
D O I
10.3390/app10238472
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This study proposes the flow and temperature controllers of a cockpit environment control system (ECS) by implementing an optimal simplified swarm optimization (SSO) fuzzy proportional-integral-derivative (PID) control. The ECS model is considered as a multiple-input multiple-output (MIMO) and second-order dynamic system, which is interactive. In this work, we use five methods to design and compare the PID controllers in MATLAB and Simulink, including Ziegler-Nicolas PID tuning, particle swarm optimization (PSO) PID, SSO PID, and the combination of the fuzzy theory with PSO PID and SSO PID, respectively. The main contribution of this study is the pioneering implementation of SSO in a fuzzy PI/PID controller. Moreover, by adding the original gain parameters K-p, K-i, and K-d in the PID controller with delta values, which are calculated by fuzzy logic designer, we can tune the parameters of PID controllers in real time. This makes our control system more accurate, adaptive, and robust.
引用
收藏
页码:1 / 23
页数:23
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