期刊
IEEE TRANSACTIONS ON FUZZY SYSTEMS
卷 18, 期 1, 页码 125-137出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TFUZZ.2009.2037744
关键词
Fuzzy control; linear-matrix inequality (LMI); stability analysis; staircase membership functions; Takagi-Sugeno (T-S) fuzzy model
资金
- King's College London
- Engineering and Physical Sciences Research Council [EP/E05627X/1]
- EPSRC [EP/E05627X/1] Funding Source: UKRI
- Engineering and Physical Sciences Research Council [EP/E05627X/1] Funding Source: researchfish
This paper presents the stability analysis of fuzzy-model-based (FMB) control systems. Staircase membership functions are introduced to facilitate the stability analysis. Through the staircase membership functions approximating those of the fuzzy model and fuzzy controller, the information of the membership functions can be brought into the stability analysis. Based on the Lyapunov-stability theory, stability conditions in terms of linear-matrix inequalities (LMIs) are derived in a simple and easy-to-understand manner to guarantee the system stability. The proposed stability-analysis approach offers a nice property that includes the membership functions of both fuzzy model and fuzzy controller in the LMI-based stability conditions for a dedicated FMB control system. Furthermore, the proposed stability-analysis approach can be applied to the FMB control systems of which the membership functions of both fuzzy model and fuzzy controller are not necessarily the same. Greater design flexibility is allowed to choose the membership functions during the design of fuzzy controllers. By employing membership functions with simple structure, it is possible to lower the structural complexity and the implementation cost. Simulation examples are given to illustrate the merits of the proposed approach.
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