Title :
CPIndex: Cyber-Physical Vulnerability Assessment for Power-Grid Infrastructures
Author :
Vellaithurai, Ceeman ; Srivastava, Anurag ; Zonouz, Saman ; Berthier, Robin
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Washington State Univ., Pullman, WA, USA
Abstract :
To protect complex power-grid control networks, power operators need efficient security assessment techniques that take into account both cyber side and the power side of the cyber-physical critical infrastructures. In this paper, we present CPINDEX, a security-oriented stochastic risk management technique that calculates cyber-physical security indices to measure the security level of the underlying cyber-physical setting. CPINDEX installs appropriate cyber-side instrumentation probes on individual host systems to dynamically capture and profile low-level system activities such as interprocess communications among operating system assets. CPINDEX uses the generated logs along with the topological information about the power network configuration to build stochastic Bayesian network models of the whole cyber-physical infrastructure and update them dynamically based on the current state of the underlying power system. Finally, CPINDEX implements belief propagation algorithms on the created stochastic models combined with a novel graph-theoretic power system indexing algorithm to calculate the cyber-physical index, i.e., to measure the security-level of the system´s current cyber-physical state. The results of our experiments with actual attacks against a real-world power control network shows that CPINDEX, within few seconds, can efficiently compute the numerical indices during the attack that indicate the progressing malicious attack correctly.
Keywords :
Bayes methods; graph theory; power engineering computing; power grids; power system control; power system security; risk management; stochastic processes; CPIndex; cyber-physical critical infrastructures; cyber-physical security indices; cyber-physical vulnerability assessment; cyber-side instrumentation probes; graph-theoretic power system indexing algorithm; interprocess communications; numerical indices; operating system assets; power network configuration; power operators; power-grid Infrastructures; power-grid control networks; security assessment techniques; security-oriented stochastic risk management technique; stochastic Bayesian network models; Generators; Indexes; Power measurement; Security; Smart grids; Cyber-physical security metrics; cyber-physical systems; intrusion detection systems; situational awareness;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2014.2372315