Title :
Coordinated Cyber-Attacks on the Measurement Function in Hybrid State Estimation
Author :
CHAKHCHOUKH, YACINE ; Ishii, Hideaki
Author_Institution :
Dept. of Comput. Intell. & Syst. Sci., Tokyo Inst. of Technol., Yokohama, Japan
Abstract :
The paper assesses the cyber-security of power systems static state estimation (SE) in the possible presence of phasor measurement units (PMUs). Attacks are considered in the Jacobian matrix or the measurement function of the state estimation leading to the presence of coordinated leverage points. Leverage points, which are outliers, constitute a very challenging attack configuration even if randomly present. It is shown that coordinated cyber-attacks when applied to the Jacobian matrix raise major concerns about robust SE. The vulnerability of the least trimmed squares (LTS) estimator, which is robust towards leverage points, is shown. More generally, the weaknesses of robust regression equivariant estimators are discussed if attacks are developed and optimized based on a projection framework. Attack scenarios are outlined considering the number of attacked Jacobian elements, a decomposition of the system to maximize robustness, and whether a DC or AC formulation is used by the operator. Stealthy attacks that stay undetected with respect to the robust LTS are studied. Masked attacks are defined as well. Some possible solutions and remedial actions are proposed. Robust state estimation methods are evaluated and compared in the presence of different configurations of attacks through Monte Carlo simulations on the IEEE 14- and 30-bus test beds.
Keywords :
Jacobian matrices; Monte Carlo methods; least squares approximations; phasor measurement; power engineering computing; power system security; security of data; state estimation; Jacobian matrix; LTS estimator; Monte Carlo simulations; PMU; coordinated cyber-attacks; hybrid state estimation; least trimmed squares estimator; measurement function; phasor measurement units; power systems static state estimation cyber-security; regression equivariant estimators; Jacobian matrices; Power systems; Redundancy; Robustness; State estimation; Topology; Vectors; Cyber-security; PMUs; leverage points; robust state estimation; smart grid;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2014.2357182