Kalman Filter and its Application on Tuning PI Controller Parameters

被引:2
|
作者
Pandey, Indrajit [1 ]
Panda, Atanu [2 ]
Bhowmick, Parijat [3 ]
机构
[1] Techno Int New Town, Dept Appl Elect & Instrumentat Engn, Kolkata, India
[2] Inst Engn & Management, Dept Elect & Commun Engn, Kolkata, India
[3] Univ Manchester, Control Syst Ctr, Dept Elect & Elect Engn, Manchester, Lancs, England
来源
2021 IEEE 11TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE (CCWC) | 2021年
关键词
Parameter estimation; TA-PI control; EKF; UKF; Temperature control; SYSTEMS; RULES;
D O I
10.1109/CCWC51732.2021.9376046
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This work addresses EKF and UKF tuning logic based PI Control algorithm implemented on standard nonlinear process. A typical CSTR process was chosen to demonstrate the practical utility and effectiveness of the proposed tuning methods. Both servo and regulatory performance even in presence of observational noise using the tuning methodologies were found satisfactory. The performances of the proposed PI techniques have been analyzed and compared with traditional adaptive PI (TA-PI) control law. From the extensive simulation studies, it was observed that the proposed techniques implemented on CSTR process for temperature controlling are having better performance over TA-PI control scheme. It was also investigated that developed schemes exhibit achievable robust performances.
引用
收藏
页码:1551 / 1556
页数:6
相关论文
共 50 条
  • [1] Derivative Based Kalman Filter and its Implementation on Tuning PI Controller for the Van de Vusse Reactor
    Panda, Atanu
    Bhowmick, Parijat
    Bishnu, Soham Kanti
    Bhadra, Sanjay
    Ganguly, Arijit
    Gangopadhyaya, Malay
    2021 IEEE INTERNATIONAL IOT, ELECTRONICS AND MECHATRONICS CONFERENCE (IEMTRONICS), 2021, : 1068 - 1072
  • [2] A tuning of the nonlinear PI controller and its experimental application
    Koo, DG
    Lee, J
    Lee, DK
    Han, CH
    Gyu, LS
    Jung, JH
    Lee, M
    KOREAN JOURNAL OF CHEMICAL ENGINEERING, 2001, 18 (04) : 451 - 455
  • [3] A tuning of the nonlinear PI controller and its experimental application
    Doe Gyoon Koo
    Jietae Lee
    Dong Kwon Lee
    Chonghun Han
    Lyu Sung Gyu
    Jae Hak Jung
    Moonyong Lee
    Korean Journal of Chemical Engineering, 2001, 18 : 451 - 455
  • [4] POSITION CONTROLLER FOR DC MOTOR USING PI CONTROLLER WITH KALMAN FILTER
    Min, Chaobo
    Zhang, Junju
    Chang, Benkang
    2011 3RD INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT (ICCTD 2011), VOL 2, 2012, : 793 - 797
  • [5] Kalman Filter and Its Application
    Li, Qiang
    Li, Ranyang
    Ji, Kaifan
    Dai, Wei
    2015 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKS AND INTELLIGENT SYSTEMS (ICINIS), 2015, : 74 - 77
  • [6] Research on Engineering Tuning Methods of PID Controller Parameters and Its Application
    Li, Shuxia
    Wang, Jiesheng
    INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2016, PT III, 2016, 9773 : 563 - 570
  • [7] Design and Application of Self-tuning PI Controller
    Kong, Xiaohong
    Zhang, Baojian
    Mao, Xinhua
    Chen, Yanfeng
    Song, Changyuan
    ADVANCES IN MECHATRONICS TECHNOLOGY, 2011, 43 : 160 - 164
  • [8] The PI plus p controller structure and its tuning
    Leva, Alberto
    Maggio, Martina
    JOURNAL OF PROCESS CONTROL, 2009, 19 (09) : 1451 - 1457
  • [9] Online tuning fuzzy PID controller using robust extended Kalman filter
    Ahn, K. K.
    Truong, D. Q.
    JOURNAL OF PROCESS CONTROL, 2009, 19 (06) : 1011 - 1023
  • [10] Automated Tuning of Kalman Filter Kalman filter tuning in the Windows Azure Cloud Environment
    Straszewski, Wojciech
    Drozdz, Magdalena
    Wouters, Hendrik
    2018 5TH IEEE INTERNATIONAL SYMPOSIUM ON INERTIAL SENSORS & SYSTEMS (INERTIAL 2018), 2018, : 37 - 40