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

机译:一类控制方向未知的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:本文针对控制增益矩阵符号未知的一类不确定MIMO非线性系统,开发了一种间接自适应模糊控制器。在该方案中,模糊逻辑系统用于近似工厂的未知非线性函数。估计的增益矩阵被分解为一个对角矩阵和两个正交矩阵的乘积。为了补偿集总误差,所有参数自适应律都由滤波后的跟踪误差的时变死区进行调整,其大小根据近似误差的估计范围进行自适应调整。所产生的闭环系统中的信号有界,并且跟踪误差收敛到原点的一小部分。仿真实例证明了所提方案的有效性。

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