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Full Description
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area, which would save a lot of time and avoid collecting the scattered information from research papers, reports and unpublished work.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.
Contents
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.