A Superspace Method for Discrete-Time Bilinear Model Identification by Interaction Matrices

被引:0
|
作者
Minh Q. Phan
Haris Čelik
机构
[1] Dartmouth College,Thayer School of Engineering
[2] Royal Institute of Technology,undefined
[3] Stockholm,undefined
[4] Sweden. This work was performed while H. Čelik was a Visiting Graduate Research Assistant at Thayer School of Engineering,undefined
关键词
Interaction Matrice; Direct Identification; Bilinear System; Bilinear Model; NARX Model;
D O I
10.1007/s40295-013-0026-1
中图分类号
学科分类号
摘要
This paper presents a method for discrete-time bilinear state-space model identification from a single set of input–output data. The initial state can be unknown. By extending the interaction matrix formulation from linear to bilinear state-space models, the bilinear system state is expressed in terms of input–output measurements. This relationship is used to convert the bilinear model to an Equivalent Linear Model (ELM) which can be identified by any linear identification method such as a superspace method presented here. The bilinear state-space model is then extracted from the identified ELM.
引用
收藏
页码:421 / 440
页数:19
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