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A new interpretation of subspace methods by using Schur complement

机译:使用SCHUR补充剂对子空间方法的新解释

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In this paper, we present a new interpretation of the subspace-based state space system identification (4SID) method by using a subspace extraction via Schur complement (SES). Several efficient implementations of subspace-based identification methods (e.g., N4SID, etc) have been thus far developed and proposed. We consider the MIMO output error state space model identification, the so-called MOESP. Making a comparison between the matrix obtained by the QR factorization in the MOESP and the Schur complement matrix of data product moments shows that the estimate of the extended observability matrix can be obtained by using the SES procedure. Viewing that fact that the Schur complement yielded by the subspace extraction coincides with the error covariance in the least squares (LS), our interpretation will pave the way for the derivation of the recursive algorithm of the 4SID method.
机译:在本文中,我们通过Schur补充(SES)使用子空间提取来提出基于子空间的状态空间系统识别(4SID)方法的新解释。迄今为止,几种基于子空间的识别方法(例如,N4SID等)的高效实现。我们考虑MIMO输出错误状态空间模型识别,所谓的Moesp。在MOESP中的QR分解和数据产品时刻的SCUR补语矩阵中进行矩阵之间的比较表明,可以通过使用SES过程获得扩展可观察性矩阵的估计。观看SUBPACE提取所产生的SCHUR补充与最小二乘(LS)的错误协方差一致,我们的解释将为4SID方法的递归算法推导来铺平道路。

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