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Online Robust PCA for Malicious Attack-Resilience in Wide-Area Mode Metering Application.

Authors :
Mahapatra, Kaveri
Chaudhuri, Nilanjan Ray
Source :
IEEE Transactions on Power Systems. Jul2019, Vol. 34 Issue 4, p2598-2610. 13p.
Publication Year :
2019

Abstract

This paper presents a method for detecting and correcting malicious data corruptions in phasor measurement unit (PMU) measurements. Detection of malicious injections is formulated as a compressed sensing problem and the actual signals are recovered using an online robust principal component analysis-based algorithm. Different patterns of malicious injection attacks on PMU data are considered and the effect of corruption and reconstruction using the algorithm is analyzed on a wide-area mode metering application. The performance of the proposed algorithm has been evaluated with different subspace selection. A suitable threshold for the algorithm is selected by a graphical analysis of the receiver operating characteristics curve. Data from a 16-machine, 5-area New England–New York system is used along with a recursive modal estimation algorithm to validate the effectiveness of the proposed approach under ambient and transient conditions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08858950
Volume :
34
Issue :
4
Database :
Academic Search Index
Journal :
IEEE Transactions on Power Systems
Publication Type :
Academic Journal
Accession number :
137117963
Full Text :
https://doi.org/10.1109/TPWRS.2019.2895301