Subspace Identification of Linear Time-Periodic Systems With Periodic Inputs

被引:3
|
作者
Yin, Mingzhou [1 ]
Iannelli, Andrea [1 ]
Smith, Roy S. [1 ]
机构
[1] Swiss Fed Inst Technol, Swiss Fed Inst Technol, Automat Control Lab, CH-8092 Zurich, Switzerland
来源
IEEE CONTROL SYSTEMS LETTERS | 2021年 / 5卷 / 01期
基金
瑞士国家科学基金会;
关键词
Frequency response; Linear systems; Frequency-domain analysis; Frequency estimation; MIMO communication; Matrix decomposition; Time-domain analysis; Subspace methods; identification; time-varying systems;
D O I
10.1109/LCSYS.2020.3000950
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This letter proposes a new methodology for subspace identification of linear time-periodic (LTP) systems with periodic inputs. This method overcomes the issues related to the computation of frequency response of LTP systems by utilizing the frequency response of the time-lifted system with linear time-invariant structure instead. The response is estimated with an ensemble of input-output data with periodic inputs. This allows the frequency-domain subspace identification technique to be extended to LTP systems. The time-aliased periodic impulse response can then be estimated and the order-revealing decomposition of the block-Hankel matrix is formulated. The consistency of the proposed method is proved under mild noise assumptions. Numerical simulation shows that the proposed method performs better than multiple widely-used time-domain subspace identification methods when an ensemble of periodic data is available.
引用
收藏
页码:145 / 150
页数:6
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