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分数阶系统时域子空间辨识

廖增 彭程 王永 李旺

信息与控制2011,Vol.40Issue(5):658-663,668,7.
信息与控制2011,Vol.40Issue(5):658-663,668,7.DOI:10.3724/SP.J.1219.2011.00658

分数阶系统时域子空间辨识

Time Domain Subspace Method for Fractional Order System Identification

廖增 1彭程 1王永 1李旺1

作者信息

  • 1. 中国科学技术大学自动化系,安徽合肥230027
  • 折叠

摘要

Abstract

The problem of fractional order system identification in time domain is studied, and a new identification algorithm based on subspace method in time domain is presented. When the fractional differential order is known, the parameters of system are identified by utilizing subspace method after calculating the fractional differential of input and output signals and constructing a new input and output data equation. When the fractional differential order is unknown, the problem of order identification is transformed into parameter optimization problem by utilizing cost function. The Poisson filter is used to efficiently avoid the problem that input and output signals should have high order derivative during the calculation of fractional order differential. And the selecting method of weight matrix, which improves the accuracy of identification, is presented through analysis. The numerical simulation validates the algorithm.

关键词

子空间方法/分数阶系统/时域辨识

Key words

subspace method/ fractional order system/ time domain identification

分类

数理科学

引用本文复制引用

廖增,彭程,王永,李旺..分数阶系统时域子空间辨识[J].信息与控制,2011,40(5):658-663,668,7.

基金项目

国家自然科学基金资助项目(60974103,61004017). (60974103,61004017)

信息与控制

OA北大核心CSCDCSTPCD

1002-0411

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