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Determination of the Two-Dimensional ARMA Model Order Using Rank Test Based Approach

机译:基于秩检查的方法确定二维AR​​MA模型顺序

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Determination of the order of a two-dimensional (2-D) ARMA model is a key first step toward the goal of modeling a process. In this paper, a rank test approach for 2-D ARMA model order determination is proposed. This method shows that the information of AR and MA orders are implicitly contained in two different correlation matrices and the AR and MA orders of the 2-D ARMA model can be independently determined before parameter estimation. In the proposed method, the model is assumed causal, stable, linear, and spatial shift-invariant with p1 脳 p2 quarter plane (QP) support. Analysis and simulation results demonstrate the applicability of this approach.
机译:确定二维(2-D)ARMA模型的顺序是朝着建模过程的目标的关键第一步。本文提出了一种对2-D ARMA模型顺序确定的秩检测方法。该方法表明,AR和MA订单的信息隐含地包含在两个不同的相关矩阵中,并且在参数估计之前可以独立地确定2-D ARMA模型的AR和MA订单。在所提出的方法中,模型是假设的因果,稳定,线性和空间换档 - 不变,P 1 脳P 2 四分之一平面(QP)支持。分析和仿真结果表明了这种方法的适用性。

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