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Attack-Resilient State Estimation and Testbed-Based Evaluation of Cyber Security for Wide-Area Protection and Control

机译:基于攻击弹性状态估计和基于测试平台的网络安全广域保护与控制评估

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摘要

Critical infrastructures such as the power grid have been increasingly targeted by advanced and persistent cyber threats making cyber security one of the nation's top research priorities. Traditional information technology (IT)-based cybersecurity measures are no longer adequate to address such threats, and there is a compelling need to develop a multi-layered defense strategy that utilizes a combination of infrastructure and application layer security measures. This dissertation specifically addresses attack-resilient application layer security approaches for critical wide-area monitoring, protection, and control (WAMPAC) applications. The first component, 'Attack-Resilient State Estimation,' addresses the vulnerability of state estimation to stealthy cyber attacks, and discusses two complementary approaches to enhance its resilience. A topology-based attack vector that bypasses bad data detection methods and causes loss of system observability is identified. To mitigate the stealthy attacks on measurements and topology, an offline attack-resilient measurement design methodology is presented. Further, an online attack-resilient anomaly detection method that utilized load forecasts, generation schedules, and synchrophasor data to detect measurement anomalies is described. The second component, 'Testbed-Based Experimentation and Performance Evaluation,' addresses the need to architect, develop, and leverage cyber-physical system (CPS) security testbed environments specifically for performing realistic attack-defense experimentation for WAMPAC use cases. An overview of testbed design objectives and design tradeoffs are discussed for different types of testbeds. A three-layered WAMPAC specific testbed architecture to address critical research challenges is presented. Finally, three experimental case studies that involved realistic coordinated cyber attacks on critical WAMPAC applications such as Automatic Generation Control (AGC) and Remedial Action Schemes (RAS) are described in detail. Further, the hypothesis that timing of attack actions also plays a critical role in the attack impact severity is experimentally validated using the PowerCyber testbed.
机译:诸如电网之类的关键基础设施越来越受到高级和持续性网络威胁的攻击,这使网络安全成为美国首要的研究重点之一。基于传统信息技术(IT)的网络安全措施不再足以应对此类威胁,因此迫切需要开发一种结合了基础结构和应用程序层安全措施的多层防御策略。本文专门针对关键的广域监视,保护和控制(WAMPAC)应用解决了具有攻击力的应用程序层安全方法。第一个部分是“攻击弹性状态估计”,它解决了状态估计容易受到秘密网络攻击的威胁,并讨论了两种增强其弹性的补充方法。可以识别绕过不良数据检测方法并导致系统可观察性降低的基于拓扑的攻击媒介。为了减轻对测量和拓扑的隐式攻击,提出了一种离线抗攻击的测量设计方法。此外,描述了一种利用负载预测,生成时间表和同步相量数据来检测测量异常的在线攻击弹性异常检测方法。第二个组件是“基于测试平台的实验和性能评估”,它满足了架构,开发和利用网络物理系统(CPS)安全测试平台环境的需求,这些环境专门用于针对WAMPAC用例执行现实的攻击防御实验。针对不同类型的测试台,讨论了测试台设计目标和设计折衷的概述。提出了三层WAMPAC专用测试平台架构,以解决关键的研究挑战。最后,详细描述了三个实验案例研究,这些案例涉及对关键WAMPAC应用程序的实际协作式网络攻击,例如自动发电控制(AGC)和补救措施方案(RAS)。此外,使用PowerCyber​​测试平台通过实验验证了攻击行动的时机在攻击影响严重性中也起关键作用的假设。

著录项

  • 作者

    Ashok, Aditya.;

  • 作者单位

    Iowa State University.;

  • 授予单位 Iowa State University.;
  • 学科 Electrical engineering.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 153 p.
  • 总页数 153
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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