首页> 外文会议>Fuzzy Systems Conference Proceedings, 1999. FUZZ-IEEE '99. 1999 IEEE International >A system identifier generating the Fourier series for periodic dynamical systems
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A system identifier generating the Fourier series for periodic dynamical systems

机译:生成周期性动力学系统傅立叶级数的系统标识符

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An algorithm for computing the Fourier expansion for an arbitrary periodic dynamical system is described. One period data from the system output are sampled and are used to compute the cubic spline interpolation function for the system output. A weighted sum of the corresponding terms of the Fourier series of each cubic B-spline is computed with the interpolation coefficients as weights. The resulting Fourier series turns out to be a very accurate approximation of the Fourier expansion for the periodic dynamical system. An analysis of the error estimation for the computed Fourier coefficients is presented and two examples of simulation results are included to verify that the algorithm works properly. A fuzzy system is designed to represent the spline interpolation function using the cubic B-splines as input fuzzy sets and the Fourier coefficients as the support boundaries of the output fuzzy sets as weights. Thus, our algorithm can be viewed as a fuzzy identifier which does not require any training.
机译:描述了一种用于计算任意周期动力系统的傅立叶展开的算法。对来自系统输出的一个周期数据进行采样,并用于计算系统输出的三次样条插值函数。以内插系数为权重,计算每个三次B样条的傅立叶级数的相应项的加权和。所得的傅立叶级数证明是周期动力学系统的傅立叶展开式的非常精确的近似值。给出了对计算出的傅立叶系数的误差估计的分析,并包括两个仿真结果示例,以验证算法是否正确运行。设计了一个模糊系统来表示样条插值函数,其中使用三次B样条作为输入模糊集,将傅立叶系数作为输出模糊集的支持边界作为权重。因此,我们的算法可以看作是不需要任何训练的模糊标识符。

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