Title :
An abrupt change detection heuristic with applications to cyber data attacks on power systems
Author :
Sanandaji, Borhan M. ; Bitar, Eilyan ; Poolla, K. ; Vincent, Tyrone L.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
Abstract :
We present an analysis of a heuristic for abrupt change detection of systems with bounded state variations. The proposed analysis is based on the Singular Value Decomposition (SVD) of a history matrix built from system observations. We show that monitoring the largest singular value of the history matrix can be used as a heuristic for detecting abrupt changes in the system outputs. We provide sufficient detectability conditions for the proposed heuristic. As an application, we consider detecting malicious cyber data attacks on power systems and test our proposed heuristic on the IEEE 39-bus testbed.
Keywords :
SCADA systems; singular value decomposition; abrupt change detection heuristic; bounded state variations; cyber data attacks; history matrix; power systems; singular value decomposition; History; Monitoring; Noise level; Power system dynamics; Time measurement; Vectors; Fault detection/accomodation; Power systems;
Conference_Titel :
American Control Conference (ACC), 2014
Conference_Location :
Portland, OR
Print_ISBN :
978-1-4799-3272-6
DOI :
10.1109/ACC.2014.6859403