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A dynamic mode decomposition framework for global power system oscillation analysis
File | Description | Size | Format | |
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BarociaEtAl_DynamicModeDecomposition_IEETransPS_2015_AuthorAcceptedVersion.pdf | Accepted version | 1.48 MB | Adobe PDF | View/Open |
Title: | A dynamic mode decomposition framework for global power system oscillation analysis |
Authors: | Barocio, E Pal, BC Thornhill, NF Messina, AR |
Item Type: | Journal Article |
Abstract: | A global multiscale method based on a dynamic mode decomposition (DMD) algorithm to characterize the global behavior of transient processes recorded using wide-area sensors is proposed. The method interprets global dynamic behavior in terms of both, spatial patterns or shapes and temporal patterns associated with dynamic modes containing essentially single-frequency components, from which the mode shapes, frequencies and growth and decay rates of the modes can be extracted simultaneously. These modes are then used to detect the coherent and dominant structures within the data. The technique is well suited for fast wide-area monitoring and assessment of global instability in the context of modern data fusion-based estimation techniques. Results of the application of the proposed method to large, high-dimensional data sets are encouraging. |
Issue Date: | 1-Nov-2015 |
Date of Acceptance: | 29-Oct-2014 |
URI: | http://hdl.handle.net/10044/1/18311 |
DOI: | 10.1109/TPWRS.2014.2368078 |
ISSN: | 0885-8950 |
Publisher: | Institute of Electrical and Electronics Engineers |
Start Page: | 2902 |
End Page: | 2912 |
Journal / Book Title: | IEEE Transactions on Power Systems |
Volume: | 30 |
Issue: | 6 |
Copyright Statement: | © 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Sponsor/Funder: | Commission of the European Communities ABB Switzerland Ltd. ABB Switzerland Ltd. Engineering & Physical Science Research Council (EPSRC) |
Funder's Grant Number: | PIAP-GA-2009-251304 NA NA EP/E03232X/1 |
Keywords: | Dynamic mode decomposition mode-shape inter-area oscillations Science & Technology Technology Engineering, Electrical & Electronic Engineering Dynamic mode decomposition inter-area oscillations mode-shape SINGULAR-VALUE DECOMPOSITION NONLINEAR KOOPMAN MODES IDENTIFICATION 0906 Electrical and Electronic Engineering Energy |
Publication Status: | Published |
Open Access location: | http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6994853&refinements=4230239223&filter=AND(p_IS_Number:7175086) |
Online Publication Date: | 2014-12-11 |
Appears in Collections: | Electrical and Electronic Engineering Chemical Engineering Faculty of Engineering |