Subspace Identification of 1D Large-Scale Heterogeneous Network

被引:0
作者
Yu, Chengpu [1 ]
Verhaegen, Michel [1 ]
机构
[1] Delft Univ Technol, Delft Ctr Syst & Control, NL-2628 CD Delft, Netherlands
来源
2017 13TH IEEE INTERNATIONAL CONFERENCE ON CONTROL & AUTOMATION (ICCA) | 2017年
基金
欧洲研究理事会;
关键词
SYSTEMS; MODELS;
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
The identification of a 1D heterogenous network with umneasurable interconnections between neighboring systems is studied in this paper. For a large-scale networked system, it is usually computationally prohibitive to identify the global system in a centralized manner. To cope with this problem, the local identification of a network using local input-output data is considered in this paper, and a subspace identification method is developed for the identification of individual systems operating in the network. A simulation example is given to validate the proposed identification method.
引用
收藏
页码:218 / 223
页数:6
相关论文
共 8 条
[1]  
[Anonymous], 2007, Filtering and System Identification
[2]   Subspace algorithms for the identification of multivariable dynamic errors-in-variables models [J].
Chou, CT ;
Verhaegen, M .
AUTOMATICA, 1997, 33 (10) :1857-1869
[3]  
Dankers AG, 2013, IEEE DECIS CONTR P, P4541, DOI 10.1109/CDC.2013.6760589
[4]   Generic properties and control of linear structured systems: a survey [J].
Dion, JM ;
Commault, C ;
van der Woude, J .
AUTOMATICA, 2003, 39 (07) :1125-1144
[5]   Subspace Identification of Large-Scale Interconnected Systems [J].
Haber, Aleksandar ;
Verhaegen, Michel .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (10) :2754-2759
[6]   Errors-in-variables methods in system identification [J].
Soderstrom, Torsten .
AUTOMATICA, 2007, 43 (06) :939-958
[7]   Identification of dynamic models in complex networks with prediction error methods-Basic methods for consistent module estimates [J].
van den Hof, Paul M. J. ;
Dankers, Arne ;
Heuberger, Peter S. C. ;
Bombois, Xavier .
AUTOMATICA, 2013, 49 (10) :2994-3006
[8]   Subspace Identification of Distributed Clusters of Homogeneous Systems [J].
Yu, Chengpu ;
Verhaegen, Michel .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (01) :463-468