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Malicious Data Attacks on Smart Grid State Estimation: Attack Strategies and Countermeasures

机译:智能电网状态估计中的恶意数据攻击:攻击策略与对策

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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 L_1 norm penalty on the strength of attack.
机译:考虑构建智能电网状态估计的恶意数据攻击的问题以及检测此类攻击是否存在的对策。对于对手,使用图论方法,获得了具有多项式时间复杂度的有效算法,以找到最小大小的不可观察到的恶意数据攻击。当由于仪表访问的限制而导致无法观察到的攻击不存在时,构建攻击以最大程度地减少攻击的残留能量,同时保证一定程度的均方误差增加。对于控制中心,使用对攻击强度进行L_1范数罚则化的广义似然比检验,得出计算效率高的算法来检测和定位攻击。

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