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An Improved Shape-Preserving Affine Takagi-Sugeno Controller Using Splines

机译:使用样条键改进的形状保留仿射托管型Takagi-Sugeno控制器

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First-order Takagi-Sugeno (TS) fuzzy systems are characterized by a multivariate fuzzy partition in the operating domain and a local affine function within each fuzzy region. This fuzzy inference method presents some undesirable properties in the regions where the membership functions of the antecedent fuzzy partitions overlap. The output function of a SISO affine TS system is in general a non-convex combination of the corresponding piecewise affine functions and the local derivative of the output is not bounded by the derivatives of the corresponding consequent affine functions. These characteristics can influence negatively the stability and robustness of the corresponding fuzzy system. In this paper, to overcome these drawbacks, SISO affine TS models defined on trapezoidal fuzzy partitions are transformed into equivalent zero-order TS models that are defined on triangular fuzzy partitions. Moreover, to improve the smoothness and continuity order of the output function, a B-spline convolution filt er is applied to transform the corresponding C~0 triangular fuzzy partition into a C~m spline fuzzy partition (Φ-spline fuzzy partition). The obtained spline fuzzy partition preserves the output function in the cores of the initial fuzzy intervals. This technique is directly generalized to a MISO system by the corresponding tensor product. Some examples are given to practically demonstrate the capability of the approach.
机译:一阶Takagi-sugeno(TS)模糊系统的特征在于操作域中的多变量模糊分区和每个模糊区域内的局部仿射功能。该模糊推断方法在内部的区域中提出了一些不希望的属性,其中包括先行模糊分区重叠的成员函数。 Siso仿射TS系统的输出功能通常是相应分段仿射功能的非凸组合,并且输出的局部导数不是由相应的结果的仿射函数的衍生物限制。这些特性可以影响相应的模糊系统的稳定性和稳健性。在本文中,为了克服这些缺点,在梯形模糊分区上定义的Siso酰胺TS模型被转换为在三角模糊分区上定义的等效零阶TS模型。此外,为了提高输出功能的平滑度和连续性阶数,施加一个B样条卷积FILT ER,将相应的C〜0三角形模糊分区变换为C〜M样条曲线模糊分区(φ - 样条模糊分区)。获得的样条模糊分区保留了初始模糊间隔内的输出功能。该技术通过相应的张量产品直接推广到MISO系统。给出了一些例子实际上证明了方法的能力。

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