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Order estimation for linear time-invariant systems using frequency domain identification methods

机译:使用频域识别方法的线性时不变系统的阶数估计

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摘要

A two-step coarse-fine order estimation technique is proposed to determine the order of the numerator and the denominator polynomials of rational transfer function models for single-input/single-output (SISO) linear time-invariant systems. The coarse order estimation is based on rank detection by verification of the stochastic significance of the singular values of a linearized problem. The fine order estimation is based on a statistical analysis of the maximum likelihood cost function. The method is tested on measurements of low-(4 zeros, 6 poles) and high- (58 poles, 58 zeros) order systems.
机译:提出了一种两步粗细阶估计技术,用于确定单输入/单输出(SISO)线性时不变系统的有理传递函数模型的分子和分母多项式的阶。粗阶估计基于秩检验,通过验证线性化问题的奇异值的随机重要性来进行。精细订单估算基于对最大似然成本函数的统计分析。该方法在低阶(4个零点,6个极点)和高阶(58个极点,58个零点)系统的测量中进行了测试。

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