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Nonlinear Theory and Its Applications, IEICE
Article . 2016 . Peer-reviewed
Data sources: Crossref
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https://dx.doi.org/10.48550/ar...
Article . 2017
License: arXiv Non-Exclusive Distribution
Data sources: Datacite
DBLP
Article . 2017
Data sources: DBLP
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Applied Koopman operator theory for power systems technology

Authors: Susuki, Yoshihiko; Mezic, Igor; Raak, Fredrik; Hikihara, Takashi;

Applied Koopman operator theory for power systems technology

Abstract

Koopman operator is a composition operator defined for a dynamical system described by nonlinear differential or difference equation. Although the original system is nonlinear and evolves on a finite-dimensional state space, the Koopman operator itself is linear but infinite-dimensional (evolves on a function space). This linear operator captures the full information of the dynamics described by the original nonlinear system. In particular, spectral properties of the Koopman operator play a crucial role in analyzing the original system. In the first part of this paper, we review the so-called Koopman operator theory for nonlinear dynamical systems, with emphasis on modal decomposition and computation that are direct to wide applications. Then, in the second part, we present a series of applications of the Koopman operator theory to power systems technology. The applications are established as data-centric methods, namely, how to use massive quantities of data obtained numerically and experimentally, through spectral analysis of the Koopman operator: coherency identification of swings in coupled synchronous generators, precursor diagnostic of instabilities in the coupled swing dynamics, and stability assessment of power systems without any use of mathematical models. Future problems of this research direction are identified in the last concluding part of this paper.

31 pages, 11 figures

Country
Japan
Keywords

Koopman mode, Signal Processing (eess.SP), data-centric, FOS: Physical sciences, Systems and Control (eess.SY), Dynamical Systems (math.DS), Nonlinear Sciences - Chaotic Dynamics, Electrical Engineering and Systems Science - Systems and Control, spectrum, power system, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Mathematics, nonlinear dynamical system, Electrical Engineering and Systems Science - Signal Processing, Mathematics - Dynamical Systems, Chaotic Dynamics (nlin.CD), Koopman operator

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
82
Top 1%
Top 10%
Top 10%
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gold