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时变AR模型的一种定阶方法
引用本文:陈宇,陈怀海,李赞澄,贺旭东.时变AR模型的一种定阶方法[J].振动与冲击,2012,31(8):158-163.
作者姓名:陈宇  陈怀海  李赞澄  贺旭东
作者单位:南京航空航天大学 航空宇航学院, 南京 210016
摘    要:自回归(AR)模型的定阶对其分析结果的准确性、效率和可靠性具有重要影响。对时变AR模型的定阶问题进行了深入研究,提出了一种基于采样频率以及分析频率之比的定阶方法。对一质量随时间变化的悬臂梁进行了有限元建模,运用计算所得到的振动响应建立了梁的时变AR模型,利用所提方法进行了该模型的定阶,采用递推最小二乘法对梁的模态频率进行了估计。对一质量时变的悬臂梁进行了试验,对采集的振动响应信号建立了时变AR模型并识别了其振动模态频率。模拟计算和试验结果都表明,提出的时变AR模型定阶方法是有效且可行的,且识别算法具有一定的抗噪性。

关 键 词:AR模型    时变系统    模态频率  
收稿时间:2010-12-20
修稿时间:2011-4-19

A new method for order selection of a time-varying AR model
CHEN Yu , CHEN Huai-hai , LI Zan-cheng , HE Xu-dong.A new method for order selection of a time-varying AR model[J].Journal of Vibration and Shock,2012,31(8):158-163.
Authors:CHEN Yu  CHEN Huai-hai  LI Zan-cheng  HE Xu-dong
Affiliation:College of Aerospace Engineering, Nanjing University of Aeronautics &Astronautics, Nanjing 210016, China
Abstract:The order selection of an AR model has an important influence on accuracy,efficiency and reliability of its analysis result.Here,a deep study on the order selection of a time-varying AR model was conducted and a new method for order selection based on the ratio of sampling frequency to analysis frequency was presented.A model of a cantilever beam with a time-varying mass was obtained with FEM.The calculated vibration response was used to set up a time-varying AR model and its order was selected with the proposed method.The recursive least square method was adopted to estimate the beam’s modal frequencies.An experiment was performed using a cantilever beam with a time-varying mass.With its measured vibration response signals,a time-varying AR model was set up to estimate its modal frequencies.The simulation and the test results indicated that the proposed method for the order selection of a time-varying AR model is effective and feasible,and the method is capable of anti-noise to some extent.
Keywords:AR model  time-varying system  modal frequency
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