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Data Driven Identification of Networks of Dynamic Systems

Data Driven Identification of Networks of Dynamic Systems

Hardback (12 May 2022)

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Publisher's Synopsis

This comprehensive text provides an excellent introduction to the state of the art in the identification of network-connected systems. It covers models and methods in detail, includes a case study showing how many of these methods are applied in adaptive optics and addresses open research questions. Specific models covered include generic modelling for MIMO LTI systems, signal flow models of dynamic networks and models of networks of local LTI systems. A variety of different identification methods are discussed, including identification of signal flow dynamics networks, subspace-like identification of multi-dimensional systems and subspace identification of local systems in an NDS. Researchers working in system identification and/or networked systems will appreciate the comprehensive overview provided, and the emphasis on algorithm design will interest those wishing to test the theory on real-life applications. This is the ideal text for researchers and graduate students interested in system identification for networked systems.

About the Publisher

Cambridge University Press

Cambridge University Press dates from 1534 and is part of the University of Cambridge. We further the University's mission by disseminating knowledge in the pursuit of education, learning and research at the highest international levels of excellence.

Book information

ISBN: 9781316515709
Publisher: Cambridge University Press
Imprint: Cambridge University Press
Pub date:
DEWEY: 003.85
DEWEY edition: 23
Language: English
Number of pages: 320
Weight: 670g
Height: 250mm
Width: 175mm
Spine width: 19mm