Blind Identification of Structured Dynamic Systems A Deterministic Perspective

This book is intended for researchers active in the field of (blind) system identification and aims to provide new identification ideas/insights for dealing with challenging system identification problems. It presents a comprehensive overview of the state-of-the-art in the area, which would save a l...

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Bibliographic Details
Main Authors: Yu, Chengpu, Xie, Lihua (Author), Verhaegen, Michel (Author), Chen, Jie (Author)
Format: eBook
Language:English
Published: Singapore Springer Nature Singapore 2022, 2022
Edition:1st ed. 2022
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
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505 0 |a Introduction -- Linear Algebra and Polynomial Matrices -- Representation of Linear System Models -- Identification of LTI Systems -- Blind Identification of SIMO FIR Systems -- Blind Identification of SISO IIR Systems via Oversampling -- Distributed Blind Identification of Networked FIR Systems -- Blind Identification of MIMO Systems -- Blind Identification of Structured State-Space Models -- Blind Local Identification of Large-Scale Networked Systems -- Conclusions 
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520 |a This book is intended for researchers active in the field of (blind) system identification and aims to provide new identification ideas/insights for dealing with challenging system identification problems. It presents a comprehensive overview of the state-of-the-art in the area, which would save a lot of time and avoid collecting the scattered information from research papers, reports and unpublished work. Besides, it is a self-contained book by including essential algebraic, system and optimization theories, which can help graduate students enter the amazing blind system identification world with less effort