开环多变量系统辨识的幅谱设计

Md. Tanjil Sarker, A. H. Tan, Timothy Tzen Vun Yap
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引用次数: 2

摘要

针对多输入多输出(MIMO)系统的输出误差(OE)和自回归外生输入(ARX)模型结构,提出了多输入多输出(MIMO)系统的扰动信号设计。这个问题是通过研究多输入单输出(MISO)系统来解决的,因为MIMO系统可以由MISO系统的组合组成。在开环设置下,在三种不同的信噪比(SNRs)下,对平面、MOOSE2和光激信号设计进行了比较。分析了单输入情况下信号设计的有效性,并将其应用于MISO系统。参数估计的协方差矩阵的平均行列式被用作估计精度的度量。构造了MISO系统的方程,并基于ARX模型结构的协方差矩阵行列式,研究了扰动信号的幅值谱设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Amplitude Spectrum Design for Multivariable System Identification in Open Loop
In this paper, perturbation signal design for multi-input multi-output (MIMO) systems is presented for the output error (OE) and the autoregressive with exogenous inputs (ARX) model structures. The problem is handled via the investigation of multi-input single-output (MISO) systems, since a MIMO system can be formed as a combination of MISO systems. Comparison is performed between the flat, MOOSE2 and optexcit signal designs under three different signal-to-noise ratios (SNRs) in the open loop setting. The effectiveness of signal designs obtained for the single-input case and applied on MISO systems is analysed. The mean determinant of the covariance matrix of parameter estimates is utilised as a measure of estimation accuracy. Equations for MISO system are constructed and the amplitude spectrum design of perturbation signals is investigated based on the determinant of the covariance matrix for the ARX model structure.
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