Blind Identification of Structured Dynamic Systems - A Deterministic Perspective
Verlag | Springer |
Auflage | 2022 |
Seiten | 267 |
Format | 15,6 x 1,6 x 23,9 cm |
Gewicht | 438 g |
Artikeltyp | Englisches Buch |
EAN | 9789811675768 |
Bestell-Nr | 81167576DA |
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area, which would save a lot of time and avoid collecting the scattered information from research papers, reports and unpublished work.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.
Inhaltsverzeichnis:
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.
Rezension:
"This book is a valuable guide for researchers, engineers and students in the field of mathematics, informatics, control science, artificial intelligence, and structured dynamic systems." (Savin Treanta, zbMATH 1491.93031, 2022)