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Gradient-based Takagi-Sugeno fuzzy local observer

机译:基于梯度的Takagi-Sugeno模糊局部观测器

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In this paper, a recently introduced nonlinear gradient-based observer [1] has been adopted for Takagi-Sugeno (TS) fuzzy systems. The designed observer is especially aimed to estimate the unmeasurable states of the TS fuzzy systems where the LMI solution is not feasible to find the observer gains. The estimation of gradient observer is evaluated based on the Levenberg-Marquardt direction where the local convergence property is guaranteed using Lyapunov function approach. The numerical simulations present accurate estimation results for TS fuzzy nonlinear systems including a comparison with the conventional Extended Kalman Filter (EKF) yielding acceptable results.
机译:在本文中,最近引入的基于非线性梯度的观测器[1]已被用于Takagi-Sugeno(TS)模糊系统。设计的观测器尤其旨在估计LMI解决方案无法找到观测器增益的TS模糊系统的不可测量状态。基于Levenberg-Marquardt方向评估梯度观测器的估计,其中使用Lyapunov函数方法保证局部收敛性。数值模拟提供了TS模糊非线性系统的准确估计结果,其中包括与可产生可接受结果的常规扩展卡尔曼滤波器(EKF)的比较。

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