WAMS Cyber-Physical Test Bed for Power System, Cybersecurity Study, and Data Mining

被引:79
作者
Adhikari, Uttam [1 ]
Morris, Thomas [2 ,3 ]
Pan, Shengyi [4 ]
机构
[1] Mississippi State Univ, Distributed Analyt Secur Inst, Starkville, MS 39762 USA
[2] Univ Alabama, Ctr Cybersecur Res & Educ, Huntsville, AL 35899 USA
[3] Univ Alabama, Dept Elect & Comp Engn, Huntsville, AL 35899 USA
[4] MaxPoint Interact, Morrisville, NC 27560 USA
关键词
Cybersecurity; cyber-physical; data mining; synchrophasors; test bed; wide area measurement system (WAMS); SECURITY;
D O I
10.1109/TSG.2016.2537210
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Researchers from various cross disciplinary fields such as power systems, data science, and cybersecurity face two distinct challenges. First, the lack of a comprehensive test bed that integrates industry standard hardware, software, and wide area measurement system (WAMS) components and protocols impedes the study of cybersecurity issues including vulnerabilities associated with WAMS components and the consequences of exploitation of vulnerabilities. Second, a lack of comprehensive labeled Synchrophasor data along with other system related information imposes challenges to the development and evaluation of data mining algorithms that can classify power system cyber-power events. In this paper, a WAMS cyber-physical test bed was developed using a real time digital simulator with hardware-in-the-loop simulation. Commercial control and monitoring devices, hardware, software, and industry standard communication networks and protocols were combined with custom MATLAB, Python, and AutoIt scripts to model realistic power system contingencies and cyber-attacks. An automated simulation and control engine was developed to randomize modeled cyber-power events including power system faults, contingencies, control actions, and cyber-attacks. Scripts were added to capture heterogenous sensor data and create ground truth labeled datasets. The WAMS cyber-physical test bed is capable of simulating various sized power systems and creating datasets without altering the hardware configuration. A WAMS architecture is presented to document the integration of various components. Finally, test bed applications, simulated cyber-power scenarios, the dataset development process, and selected results are presented.
引用
收藏
页码:2744 / 2753
页数:10
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