Takagi-Sugeno fuzzy control for Multi-input Multi-output systems based on subspace state space identification

Mohamed Ali Jammali, H. Mouftah
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Abstract

In this paper, we started from black box system without any prior knowledge of its dynamic behavior, we applied inputs and recording outputs data. From this data we ran three subspace state space algorithms which are: the Numerical algorithm for Subspace State Space System IDentification (N4SID) with its two versions 1, 2 and the Multivariable Output Error State (MOESP) algorithm to select the suited algorithm between them who reproduce with fidelity the real system dynamic with a minimum estimation error. Then, an improved control process developed for discrete-time Takagi-Sugeno system. This latter was formed by the selected identification algorithm.
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基于子空间状态空间辨识的多输入多输出系统Takagi-Sugeno模糊控制
在本文中,我们从黑盒系统开始,在不知道其动态行为的情况下,我们应用输入并记录输出数据。从这些数据出发,我们运行了三种子空间状态空间算法,即子空间状态空间系统识别的数值算法(N4SID)和多变量输出误差状态(MOESP)算法,以便在它们之间选择合适的算法,以最小的估计误差忠实地再现真实系统的动态。然后,针对离散型Takagi-Sugeno系统,提出了一种改进的控制过程。后者由选定的识别算法形成。
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