Input-output System Identification In The Presence Of Multiplicative Noise

A. Swami
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引用次数: 2

Abstract

We consider the problem of estimating the parameters of a linear system, when the observed output and the control input are corrupted by multiplicative noise. We show that the classical cross-correlation techniques may be used if the multiplicative noises have non-zero mean; in the zero-mean case, higher-order cross-moments and cumulants must be used. Parametric, non-parametric and adaptive estimators are developed.
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存在乘性噪声的输入输出系统辨识
研究了当观测输出和控制输入被乘性噪声破坏时,线性系统参数的估计问题。我们表明,如果乘性噪声具有非零均值,则可以使用经典的互相关技术;在零均值情况下,必须使用高阶交叉矩和累积量。提出了参数估计器、非参数估计器和自适应估计器。
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