Interval Type-2 Fuzzy PID Controller Using Disassembled Gradational Optimization
文献类型：期刊论文
| 作者 | Y. Chu, H. Han, T. Ma, M. Zhu, Z. Li, Z. Xu and Q. Wu |
| 刊名 | Sensors
 |
| 出版日期 | 2023 |
| 卷号 | 23期号:22 |
| ISSN号 | 14248220 |
| DOI | 10.3390/s23229067 |
| 英文摘要 | This paper presents an interval type-2 fuzzy proportional–integral–derivative (IT2F-PID) controller that is designed using a new disassembled gradational optimization (D-GO) method. A PID controller is first optimized using the D-GO method and then connected to a type-1 fuzzy logic system (T1-FLS). The parameters of the T1-FLS are optimized, and the T1-FLS is blurred into the interval type-2 fuzzy logic system (IT2-FLS). Finally, the IT2F-PID controller is formed. The proposed method is compared with the concurrent and general optimization methods. The simulation results show that the D-GO method reduces the optimization time by over 90% compared with the general method, and decreases the integral-of-time-absolute-error (ITAE) by 30%. Beyond that, compared with the concurrent optimization method, the D-GO method reduces time by over 25%, and the ITAE value by about 95%. In the normal case, model uncertainty, target uncertainty, and external disturbance, the control ability of the IT2F-PID controller designed using the D-GO method is verified via simulations using a nonlinear forced closed-loop system. The results show that the overshoot is reduced by 80% and the fluctuation is reduced by 67% compared with a traditional PID controller and an IT2F-PID controller built using the general method. © 2023 by the authors. |
| URL标识 | 查看原文 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/67412]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | Y. Chu, H. Han, T. Ma, M. Zhu, Z. Li, Z. Xu and Q. Wu. Interval Type-2 Fuzzy PID Controller Using Disassembled Gradational Optimization[J]. Sensors,2023,23(22). |
| APA | Y. Chu, H. Han, T. Ma, M. Zhu, Z. Li, Z. Xu and Q. Wu.(2023).Interval Type-2 Fuzzy PID Controller Using Disassembled Gradational Optimization.Sensors,23(22). |
| MLA | Y. Chu, H. Han, T. Ma, M. Zhu, Z. Li, Z. Xu and Q. Wu."Interval Type-2 Fuzzy PID Controller Using Disassembled Gradational Optimization".Sensors 23.22(2023). |
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