Estimation of nonparametric noise and FRF models for multivariable systems-Part II: Extensions, applications

被引:71
|
作者
Pintelon, R. [1 ]
Schoukens, J. [1 ]
Vandersteen, G. [1 ]
Barbe, K. [1 ]
机构
[1] Vrije Univ Brussels, Dept ELEC, B-1050 Brussels, Belgium
关键词
Nonparametric noise models; Multivariable systems; Nonlinear systems; Errors-in-variables; Identification in feedback; System identification; NONLINEAR DISTORTIONS; LINEAR-SYSTEMS; PARAMETER-ESTIMATION; FREQUENCY-DOMAIN; IDENTIFICATION; UNCERTAINTY;
D O I
10.1016/j.ymssp.2009.08.010
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This is Part II of a series of two papers on the estimation of nonparametric noise and frequency response function models for multiple input, multiple output systems excited by arbitrary inputs. Part I (Pintelon et al. (2009)) [1] develops the methodology for linear dynamic multivariable systems with exactly known input and where the output is disturbed by stationary noise (= output error problem). The contributions of Part II are the following. First, it is shown that the proposed method can be used for nonlinear systems and for parametric identification of the system dynamics in a generalized output error framework. Next, the methodology is generalized to handle noisy input-output data (= errors-in-variables problem), and identification in feedback. Finally, the approach is illustrated on simulations and real measurements examples. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:596 / 616
页数:21
相关论文
共 50 条
  • [31] Fractional Programming for Communication Systems-Part II: Uplink Scheduling via Matching
    Shen, Kaiming
    Yu, Wei
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (10) : 2631 - 2644
  • [32] Guest editorial: Image quality assurance for CRT display systems-part II
    Roehrig, H
    JOURNAL OF DIGITAL IMAGING, 1999, 12 (02) : 49 - 49
  • [33] Solid-State Transformers for Distribution Systems-Part II: Deployment Challenges
    Saleh, Saleh A.
    Ozkop, Emre
    Alsayid, Basim
    Richard, Chistian
    St Onge, Xavier Francis
    McDonald, Katie M.
    Chang, Liuchen
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2019, 55 (06) : 5708 - 5716
  • [34] Unified problem modeling language for knowledge engineering of complex systems-part II
    R. Khosla
    Q. Li
    Soft Computing, 2005, 9 : 693 - 714
  • [35] Computational Experiments for Complex Social Systems-Part III: The Docking of Domain Models
    Xue, Xiao
    Yu, Xiangning
    Zhou, Deyu
    Peng, Chao
    Wang, Xiao
    Liu, Donghua
    Wang, Fei-Yue
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2024, 11 (02) : 1766 - 1780
  • [36] Guest Editorial: Image quality assurance for CRT display systems-part II
    Hans Roehrig
    Journal of Digital Imaging, 1999, 12 : 49 - 49
  • [37] Marginal Instability and Intermittency in Stochastic Systems-Part II: Systems With Rapid Random Variations in Parameters
    Dimentberg, M. F.
    Hera, A.
    Naess, A.
    JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 2009, 76 (03): : 1 - 7
  • [38] Time-Frequency Based Channel Estimation for High-Mobility OFDM Systems-Part II: Cooperative Relaying Case
    Onen, Erol
    Odabasioglu, Niyazi
    Akan, Aydin
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2010,
  • [39] Linear Tracking MPC for Nonlinear Systems-Part II: The Data-Driven Case
    Berberich, Julian
    Koehler, Johannes
    Mueller, Matthias A.
    Allgoewer, Frank
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 67 (09) : 4406 - 4421
  • [40] Design Flow for Hybrid CMOS/Memristor Systems-Part II: Circuit Schematics and Layout
    Maheshwari, Sachin
    Stathopoulos, Spyros
    Wang, Jiaqi
    Serb, Alexander
    Pan, Yihan
    Mifsud, Andrea
    Leene, Lieuwe B.
    Shen, Jiawei
    Papavassiliou, Christos
    Constandinou, Timothy G.
    Prodromakis, Themistoklis
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2021, 68 (12) : 4876 - 4888