Adaptive Fuzzy PID Control System Design and Investigation Based on Analog Memristive Circuits

被引:0
|
作者
Feng, Teng [1 ,2 ,3 ,4 ]
Deng, Shuwei [1 ,2 ,3 ,4 ]
Duan, Qianwen [1 ,2 ,3 ,4 ]
Mao, Yao [1 ,2 ,3 ,4 ]
机构
[1] Chinese Acad Sci, Natl Key Lab Opt Field Manipulat Sci & Technol, Chengdu 610209, Peoples R China
[2] Chinese Acad Sci, Key Lab Opt Engn, Chengdu 610209, Peoples R China
[3] Chinese Acad Sci, Inst Opt & Elect, Chengdu 610209, Peoples R China
[4] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
关键词
Memristor; Fuzzy control; PID (Proportional and Integral and Differential) Controller; Parameter adjustment; NEURAL-NETWORKS;
D O I
10.1007/s40815-024-01826-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The use of PID controllers in industrial control applications is widespread due to their affordability and ease of use. However, traditional PID controllers necessitate expert knowledge for parameter tuning, which can be inconvenient for operators. Moreover, fixed parameters constrain performance and robustness, especially as system complexity and external uncertainties escalate. In this study, we propose employing memristive devices and fuzzy algorithms to facilitate online controller parameter adjustments. We introduce an adaptive fuzzy PID control system based on analog memristive circuits, allowing for dynamic parameter adaptation. Theoretical derivations are corroborated through simulations and experiments. Our results demonstrate that the proposed system achieves a remarkable 66.27% reduction in overshoot and superior tracking performance compared to conventional fuzzy PID controllers.
引用
收藏
页数:17
相关论文
共 50 条
  • [21] Design and Implementation of Attitude Control for Quadrotor UAV Based on Adaptive Fuzzy PID
    Zhang, Hannuo
    Feng, Qi
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 3533 - 3538
  • [22] Ball Mill Automatic Control System Design Based on Fuzzy PID Control
    Yan, Sen
    Zhang, Jing-qi
    Diao, Wei-zhi
    MACHINERY ELECTRONICS AND CONTROL ENGINEERING III, 2014, 441 : 825 - 828
  • [23] Wind turbine yaw control system based on fuzzy PID adaptive control algorithm
    Tan, Yuhang
    Liang, Kangyou
    Yang, Baoliang
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2019, 125 : 151 - 151
  • [24] Research on Fuzzy Adaptive Stabilization PID Control System
    Yu, Wenyan
    Li, Jun
    Yang, Kunlin
    PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 2037 - 2043
  • [25] A New Fuzzy PID Control System Based on Fuzzy PID Controller and Fuzzy Control Process
    Nguyen Dinh Phu
    Nguyen Nhut Hung
    Ali Ahmadian
    Norazak Senu
    International Journal of Fuzzy Systems, 2020, 22 : 2163 - 2187
  • [26] A New Fuzzy PID Control System Based on Fuzzy PID Controller and Fuzzy Control Process
    Phu Nguyen Dinh
    Hung Nguyen Nhut
    Ahmadian Ali
    Senu Norazak
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2020, 22 (07) : 2163 - 2187
  • [27] PID Controller Based Intelligent Fuzzy Control of a SPM System Design
    Lin, Jium-Ming
    Chang, Po-Kuang
    NEW ASPECTS OF SYSTEMS THEORY AND SCIENTIFIC COMPUTATION, 2010, : 258 - +
  • [28] Design And Implementation Of Glue Supply Control System Based On Fuzzy Pid
    Chen Mingxia
    Zheng Haitao
    Liang Zhifen
    2019 11TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2019), 2019, : 19 - 22
  • [29] Design of automobile cruise control system based on Matlab and fuzzy PID
    Qiu, Chengqun
    Liu, Chenglin
    Shen, Fahua
    Chen, Jie
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2012, 28 (06): : 197 - 202
  • [30] Design of the Picking Temperature Control System Based on Fuzzy-PID
    Hu Hailiu
    Fang Kangling
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3522 - 3524