Title :
Switching-Type H∞ Filter Design for T - S Fuzzy Systems With Unknown or Partially Unknown Membership Functions
Author :
Xiao-Jian Li ; Guang-Hong Yang
Author_Institution :
Coll. of Sci., Northeastern Univ., Shenyang, China
Abstract :
This paper is concerned with the H∞ filter design problem for Takagi-Sugeno (T-S) fuzzy systems with unknown or partially unknown membership functions. If the membership functions are allowed to be unknown or partially unknown, then a fuzzy system may describe a wide class of nonlinear systems. However, in this case, the filter design of fuzzy systems, which is based on parallel distributed compensator strategy, is infeasible. To tackle this difficulty, a switching mechanism, which depends on the lower and upper bounds of the unknown membership functions, is introduced to construct the H∞ filter with varying gains. Some examples given in the simulation section show that the proposed method can achieve a better disturbance attenuation performance than a simple fixed-gain filter design approach.
Keywords :
H∞ control; compensation; control system synthesis; fuzzy control; nonlinear control systems; T-S fuzzy system; Takagi-Sugeno fuzzy system; disturbance attenuation performance; filter gain; fuzzy system; membership function; nonlinear system; parallel distributed compensator strategy; simple fixed-gain filter design; switching mechanism; switching-type H∞ filter design; Attenuation; Educational institutions; Fuzzy systems; Linear matrix inequalities; Nonlinear systems; Switches; Symmetric matrices; $H_{infty }$ filter; Takagi–Sugeno (T–S) fuzzy systems; membership functions; switching filter;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2012.2212908