Bergsten P, Palm R, Driankov D
Dept. of Technol., Orebro Univ.
IEEE Trans Syst Man Cybern B Cybern. 2002;32(1):114-21. doi: 10.1109/3477.979966.
We focus on the analysis and design of two different sliding mode observers for dynamic Takagi-Sugeno (TS) fuzzy systems. A nonlinear system of this class is composed of multiple affine local linear models that are smoothly interpolated by weighting functions resulting from a fuzzy partitioning of the state space of a given nonlinear system subject to observation. The Takagi-Sugeno fuzzy system is then an accurate approximation of the original nonlinear system. Our approach to the analysis and design of observers for Takagi-Sugeno fuzzy systems is based on extending sliding mode observer schemes to the case of interpolated multiple local affine linear models. Thus, our main contribution is nonlinear observer analysis and design methods that can effectively deal with model/plant mismatches. Furthermore, we consider the difficult case when the weighting functions in the Takagi-Sugeno fuzzy system depend on the estimated state.
我们专注于为动态 Takagi-Sugeno(TS)模糊系统分析和设计两种不同的滑模观测器。此类非线性系统由多个仿射局部线性模型组成,这些模型通过加权函数进行平滑插值,加权函数由对给定需观测非线性系统状态空间进行模糊划分得到。Takagi-Sugeno 模糊系统进而成为原始非线性系统的精确近似。我们针对 Takagi-Sugeno 模糊系统观测器的分析和设计方法基于将滑模观测器方案扩展到插值多个局部仿射线性模型的情况。因此,我们的主要贡献在于能够有效处理模型/对象不匹配问题的非线性观测器分析和设计方法。此外,我们还考虑了 Takagi-Sugeno 模糊系统中加权函数依赖于估计状态这一困难情形。