Fuzzy predictive PI control for processes with large time delays

被引:8
作者
Ranganathan, RS [1 ]
Malki, HA [1 ]
Chen, GR [1 ]
机构
[1] Univ Houston, Houston, TX 77204 USA
关键词
fuzzy control; predictive control; PID controller; time delay;
D O I
10.1111/1468-0394.00186
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the design, timing and performance analysis of a mew predictive fuzzy controller structure for higher order plants with large time delays. The designed controller consists of a fuzzy proportional-integral (PI) part and a fuzzy predictor. The fuzzy predictive PI controller combines the advantages of fuzzy control while maintaining the simplicity and robustness of a conventional PI controller. The dynamics of the prediction term are adaptive to the system's time delay. The prediction teen has two parts: a fuzzy predictor that uses the system time delay as an input for calculating the prediction horizon and an exponential term that uses the prediction horizon as its positive power. The prediction term also introduces phase lead into the system which compensates for the phase lag due to the time delay in the plant, thereby, stabilizing the closed-loop configuration. The performance of the proposed controller is compared with the responses of the conventional predictive PI controller, showing many advantages of the new design over its conventional counterpart.
引用
收藏
页码:21 / 33
页数:13
相关论文
共 28 条
  • [1] CHEN CL, 1993, IEEE C FUZZ SYST, V1, P236
  • [2] Chen G., 1996, INT J INTELL CONTR S, V1, P235, DOI DOI 10.1142/S0218796596000155
  • [3] Choi YS, 1996, T ASAE, V39, P1535, DOI 10.13031/2013.27648
  • [4] GENERALIZED PREDICTIVE CONTROL .1. THE BASIC ALGORITHM
    CLARKE, DW
    MOHTADI, C
    TUFFS, PS
    [J]. AUTOMATICA, 1987, 23 (02) : 137 - 148
  • [5] SELF-TUNING CONTROLLER
    CLARKE, DW
    GAWTHROP, PJ
    [J]. PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1975, 122 (09): : 929 - 934
  • [6] CULTER CR, 1980, P AM CONTR C SAN FRA
  • [7] FUJIKAWA H, 1991, P INT C IND EL CONTR, V3, P1801
  • [8] Constrained multivariable cautious stable predictive control
    Gossner, JR
    Kouvaritakis, B
    Rossiter, JA
    [J]. IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1998, 145 (05): : 385 - 391
  • [9] A predictive PI controller for processes with long dead times
    Hagglund, Tore
    [J]. IEEE Control Systems Magazine, 1992, 12 (01): : 57 - 60
  • [10] KIM JH, 1998, P IEEE INT C FUZZ SY, V1, P405