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Indirect Adaptive Fuzzy Control for a Class of MIMO Nonlinear Systems with Unknown Control Direction

机译:一类具有未知控制方向的一类MIMO非线性系统的间接自适应模糊控制

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In this paper, an indirect adaptive fuzzy controller is developed for a class of uncertain MIMO nonlinear systems with unknown sign of the control gain matrix. Within this scheme, the fuzzy logic systems are used to approximate the plant's unknown nonlinear functions. The estimated gain matrix is decomposed into the product of one diagonal matrix and two orthogonal matrixes. In order to compensate the lumped errors, all parameter adaptive laws are adjusted by the time-varying dead-zone of the filtered tracking errors, which its size is adjusted adaptively with the estimated bounds on the approximation errors. The proposed scheme guarantees that all the signals in the resulting closed-loop system are bounded, and the tracking error converges to a small neighborhood of the origin. A simulation example is used to demonstrate the effectiveness of the proposed scheme.
机译:本文为一类不确定的MIMO非线性系统开发了间接自适应模糊控制器,具有未知控制增益矩阵的迹象。在该方案中,模糊逻辑系统用于近似工厂的未知非线性功能。估计的增益矩阵被分解成一个对角线矩阵和两个正交矩阵的乘积。为了补偿集总误差,所有参数自适应定律都是通过滤波跟踪误差的时变的死区调整,其大小适自适应地调整近似误差上的估计界限。所提出的方案保证了所得闭环系统中的所有信号都是有界的,并且跟踪误差会收敛到原点的小邻域。模拟例子用于展示所提出的方案的有效性。

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