A modified direct whitening method for ARMA model parameter estimation

被引:0
|
作者
Seong, Sang Man [1 ]
机构
[1] Korea Univ Technol & Educ, Sch Mechatron, Cheonan, Chungnam, South Korea
关键词
parameter estimation; ARMA model; DWM; MDWM; PEM;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A modified version of direct whitening method which is called MDWM is proposed as an ARMA model parameter estimation technique. The direct whitening method(DWM) proposed by the author gives the parameter estimates which make the prediction errors uncorrelated. At some model, the implemented DWM algorithm falls at local minimum and give missing parameter estimates. This is similar in the well known PEM. To overcome this problem, MDWM which choose the consistent estimates among a large number of DWM estimates is proposed. In the simulation for the models which have poles and zeros are very close, the proposed method gives good estimates.
引用
收藏
页码:1478 / 1481
页数:4
相关论文
共 50 条
  • [1] New algorithm for ARMA model parameter estimation
    Chon, Ki H.
    Lu, Sheng
    [J]. Annals of Biomedical Engineering, 2000, 28 (SUPPL. 1)
  • [2] RECURSIVE METHOD FOR ARMA MODEL ESTIMATION (Ⅰ)
    黄大威
    [J]. Acta Mathematicae Applicatae Sinica, 1988, (02) : 169 - 192
  • [3] Parameter Estimation of Time-Varying ARMA Model
    王文华
    韩力
    王文星
    [J]. Journal of Beijing Institute of Technology, 2004, (02) : 131 - 134
  • [4] ARMA parameter estimation:: Revisiting a cepstrum-based method
    Hernandez, Miguel A. Lagunas
    Stoica, Petre
    Rojas, Miguel A.
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 3685 - +
  • [5] ARMA model order and parameter estimation using genetic algorithms
    Abo-Hammour, Za'er S.
    Alsmadi, Othman M. K.
    Al-Smadi, Adnan M.
    Zaqout, Maha I.
    Saraireh, Mohammad S.
    [J]. MATHEMATICAL AND COMPUTER MODELLING OF DYNAMICAL SYSTEMS, 2012, 18 (02) : 201 - 221
  • [6] An algorithm for ARMA model parameter estimation from noisy observations
    Fattah, S. A.
    Zhu, W. -P.
    Ahmad, M. O.
    [J]. PROCEEDINGS OF 2008 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-10, 2008, : 3202 - 3205
  • [7] ARMA model parameter estimation based on the equivalent MA approach
    Kizilkaya, Aydin
    Kayran, Ahmet H.
    [J]. DIGITAL SIGNAL PROCESSING, 2006, 16 (06) : 670 - 681
  • [8] A direct filter method for parameter estimation
    Archibald, Richard
    Bao, Feng
    Tu, Xuemin
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 2019, 398
  • [9] Joint State and Parameter Estimation for Stationary ARMA Model with Unknown Noise Model
    Li, Shuhui
    Feng, Xiaoxue
    Lin, Honghua
    Pan, Feng
    [J]. PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 2231 - 2236
  • [10] THE MODIFIED YULE-WALKER METHOD OF ARMA SPECTRAL ESTIMATION
    FRIEDLANDER, B
    PORAT, B
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1984, 20 (02) : 158 - 173