TY - GEN
T1 - Malicious Data Attacks on Smart Grid State Estimation
T2 - 1st IEEE International Conference on Smart Grid Communications, SmartGridComm 2010
AU - Kosut, Oliver
AU - Jia, Liyan
AU - Thomas, Robert J.
AU - Tong, Lang
N1 - Publisher Copyright: © 2010 IEEE.
PY - 2010
Y1 - 2010
N2 - The problem of constructing malicious data attack of smart grid state estimation is considered together with countermeasures that detect the presence of such attacks. For the adversary, using a graph theoretic approach, an efficient algorithm with polynomial-time complexity is obtained to find the minimum size unobservable malicious data attacks. When the unobservable attack does not exist due to restrictions of meter access, attacks are constructed to minimize the residue energy of attack while guaranteeing a certain level of increase of mean square error. For the control center, a computationally efficient algorithm is derived to detect and localize attacks using the generalized likelihood ratio test regularized by an L1 norm penalty on the strength of attack.
AB - The problem of constructing malicious data attack of smart grid state estimation is considered together with countermeasures that detect the presence of such attacks. For the adversary, using a graph theoretic approach, an efficient algorithm with polynomial-time complexity is obtained to find the minimum size unobservable malicious data attacks. When the unobservable attack does not exist due to restrictions of meter access, attacks are constructed to minimize the residue energy of attack while guaranteeing a certain level of increase of mean square error. For the control center, a computationally efficient algorithm is derived to detect and localize attacks using the generalized likelihood ratio test regularized by an L1 norm penalty on the strength of attack.
UR - https://www.scopus.com/pages/publications/105021005512
UR - https://www.scopus.com/pages/publications/105021005512#tab=citedBy
U2 - 10.1109/SMARTGRID.2010.5622045
DO - 10.1109/SMARTGRID.2010.5622045
M3 - Conference contribution
SN - 9781424465125
T3 - 2010 1st IEEE International Conference on Smart Grid Communications, SmartGridComm 2010
SP - 220
EP - 225
BT - 2010 1st IEEE International Conference on Smart Grid Communications, SmartGridComm 2010
PB - IEEE Computer Society
Y2 - 4 October 2010 through 6 October 2010
ER -