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Systems Identification of Hammerstein nonlinear Systems for Dual-rate Sampling and Output Signal Quantized

机译:Hammerstein非线性系统的双速率采样和输出信号量化的系统辨识

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摘要

To the Hammerstein nonlinear systems with dual-rate sampling and output signal quantization, an auxiliary model based system identification method for dual-rate sampling Hammerstein quantized systems is presented by employing repeated stochastic empirical output measurements. The model features of dual-rate Hammerstein sampling system and a two-step identification strategy are first presented under relaxed estimated error condition. The persistent exciting condition for parameter identification is derived. The auxiliary model based parameter recursive identification algorithm for dual-rate sample Hammerstein nonlinear quantized systems is also given then. Convergence analysis of the auxiliary model based quantized identification recursive algorithm provides an upper bound value for parameter identification error estimation. Finally,simulation results show the effectiveness of the conclusions.
机译:对于具有双速率采样和输出信号量化的Hammerstein非线性系统,通过采用重复随机经验输出测量,提出了一种基于辅助模型的双速率采样Hammerstein量化系统的系统识别方法。首先给出了松弛率估计误差条件下双速率Hammerstein采样系统的模型特征和两步识别策略。推导了用于参数识别的持续激励条件。然后给出了双速率样本Hammerstein非线性量化系统的基于辅助模型的参数递归辨识算法。基于辅助模型的量化识别递归算法的收敛性分析为参数识别误差估计提供了一个上限值。最后,仿真结果表明了结论的有效性。

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