Title :
Auto-tuning of sliding mode control parameters using fuzzy logic
Author :
Ryu, Se-Hee ; Park, Jahng-Hyon
Author_Institution :
Sch. of Mech. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
Sliding mode control guarantees robustness in the presence of modeling uncertainties and external disturbances. However, this can be obtained at the cost of high control activity that may lead to chattering. As one way to alleviate this problem, a boundary layer around sliding surface is typically used. In this case, the selection of control bandwidth and boundary layer thickness is a crucial problem for a trade-off between tracking error and chattering. The parameter tuning is usually done by a trial-and-error method in practice, causing significant effort and time. An auto-tuning method based on fuzzy rules is proposed. In this method, tracking error and chattering are monitored by performance indices and a controller tunes the design parameters intelligently in order to compromise both indices. To demonstrate the efficiency of the proposed method, a mass-spring translation system and a robotic control system are simulated and tested. It is shown that the proposed algorithm is effective in facilitating parameter tuning for sliding mode controllers
Keywords :
fuzzy control; fuzzy logic; intelligent control; parameter estimation; robots; uncertain systems; variable structure systems; auto-tuning method; boundary layer; boundary layer thickness; chattering; control bandwidth; external disturbances; fuzzy logic; fuzzy rules; high control activity; mass-spring translation system; modeling uncertainties; parameter tuning; performance indices; robotic control system simulation; robustness guarantee; sliding mode control parameter auto-tuning; sliding mode controllers; sliding surface; tracking error; trial-and-error method; Bandwidth; Condition monitoring; Costs; Error correction; Fuzzy logic; Intelligent robots; Robust control; Sliding mode control; Thickness control; Uncertainty;
Conference_Titel :
American Control Conference, 2001. Proceedings of the 2001
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-6495-3
DOI :
10.1109/ACC.2001.945615