The influence of parameters and structure of PI-type fuzzy-logic controller on DC drive system dynamics

The paper presents an analysis of the dynamical properties of the DC drive system with a fuzzy-logic speed controller in the presence of a wide-range changes of the drive system inertia. The influence of PI-type fuzzy controller parameters (scaling factors) and structure (membership functions location and shape) on the dynamics of speed control loop was tested in the presence of disturbances caused by the inertia load torque changes. The possibilities of this disturbance compensation using the on-line tuning of a chosen controller scaling factor or the modification of its membership function's shape were analysed. Drive system responses for both proposed strategies were illustrated by simulation results. These approaches have ensured the desired dynamics of the drive system operation for the wide range of disturbances caused by the drive system inertia changes.

[1]  H. B. Gürocak,et al.  A genetic-algorithm-based method for tuning fuzzy logic controllers , 1999, Fuzzy Sets Syst..

[2]  Henryk Tunia,et al.  Automatic control of converter-fed drives , 1994 .

[3]  Witold Pedrycz,et al.  Fuzzy control and fuzzy systems , 1989 .

[4]  Kim-Fung Man,et al.  Minimal fuzzy memberships and rules using hierarchical genetic algorithms , 1998, IEEE Trans. Ind. Electron..

[5]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[6]  Michio Nakano,et al.  Application of Fuzzy Logic in the Phase-Locked Loop Speed Control of Induction Motor Drive , 1996, IEEE Trans. Ind. Electron..

[7]  Susumu Tadakuma,et al.  Microprocessor-Based Adjustable-Speed DC Motor Drives Using Model Reference Adaptive Control , 1987, IEEE Transactions on Industry Applications.

[8]  G. Honderd,et al.  Model reference adaptive control of a direct-drive DC motor , 1989, IEEE Control Systems Magazine.

[9]  Chuen-Chien Lee FUZZY LOGIC CONTROL SYSTEMS: FUZZY LOGIC CONTROLLER - PART I , 1990 .

[10]  B.K. Bose,et al.  A fuzzy set theory based control of a phase-controlled converter DC machine drive , 1991, Conference Record of the 1991 IEEE Industry Applications Society Annual Meeting.

[11]  Mohamed A. El-Sharkawi,et al.  Development and implementation of self-tuning tracking controller for DC motors , 1990 .

[12]  Petre Stoica,et al.  Decentralized Control , 2018, The Control Systems Handbook.

[13]  Han-Xiong Li A comparative design and tuning for conventional fuzzy control , 1997, IEEE Trans. Syst. Man Cybern. Part B.

[14]  Bhim Singh,et al.  Fuzzy control of integrated current-controlled converter-inverter-fed cage induction motor drive , 1999 .

[15]  Sylvie Galichet,et al.  Fuzzy controllers: synthesis and equivalences , 1995, IEEE Trans. Fuzzy Syst..

[16]  Dr. Hans Hellendoorn,et al.  An Introduction to Fuzzy Control , 1996, Springer Berlin Heidelberg.

[17]  M. El-Sharkawi,et al.  Variable Structure Tracking of DC Motor for High Performance Applications , 1989, IEEE Power Engineering Review.