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The incremental diffusion of machine learning algorithms in supporting cybersecurity is creating novel defensive opportunities but also new types of risks. Multiple researches have shown that machine learning methods are vulnerable to…

密码学与安全 · 计算机科学 2021-06-18 Giovanni Apruzzese , Mauro Andreolini , Luca Ferretti , Mirco Marchetti , Michele Colajanni

State estimation estimates the system condition in real-time and provides a base case for other energy management system (EMS) applications including real-time contingency analysis and security-constrained economic dispatch. Recent work in…

系统与控制 · 计算机科学 2019-12-02 Xingpeng Li , Kory W. Hedman

Complex interconnections between information technology and digital control systems have significantly increased cybersecurity vulnerabilities in smart grids. Cyberattacks involving data integrity can be very disruptive because of their…

应用统计 · 统计学 2023-04-18 Dan Li , Nagi Gebraeel , Kamran Paynabar , A. P. Sakis Meliopoulos

This paper studies the consequences of a human-initiated targeted attack on the national electric power system. We consider two kinds of attacks: ($i$) an attack by an adversary that uses a tactical weapon and destroys a large part of the…

系统与控制 · 电气工程与系统科学 2022-09-28 Rounak Meyur

A new paradigm of electricity generation at the distribution level, with renewable and alternative sources, is possible with microgrids. The main idea is to have microgrids deployed on low- or medium-voltage active distribution networks.…

系统与控制 · 电气工程与系统科学 2023-05-22 Marcelo Simoes , Mohammed Elmusrati , Tero Vartiainen , Mike Mekkanen , Mazaher Karimi , Sayawu Diaba , Emmanuel Anti , Wilson Lopes

The transformation of power grids into intelligent cyber-physical systems brings numerous benefits, but also significantly increases the surface for cyber-attacks, demanding appropriate countermeasures. However, the development, validation,…

Recently security researchers have started to look into automated generation of attack trees from socio-technical system models. The obvious next step in this trend of automated risk analysis is automating the selection of security controls…

密码学与安全 · 计算机科学 2015-09-03 Olga Gadyatskaya

The emerging wide area monitoring systems (WAMS) have brought significant improvements in electric grids' situational awareness. However, the newly introduced system can potentially increase the risk of cyber-attacks, which may be disguised…

密码学与安全 · 计算机科学 2021-08-26 Gabriel Intriago , Yu Zhang

Intrusion detection systems (IDS) reinforce cyber defense by autonomously monitoring various data sources for traces of attacks. However, IDSs are also infamous for frequently raising false positives and alerts that are difficult to…

密码学与安全 · 计算机科学 2024-09-04 Max Landauer , Florian Skopik , Markus Wurzenberger

In a macro-economic system, all major sectors: agriculture, extraction of natural resources, manufacturing, construction, transport, communication and health services, are dependent on a reliable supply of electricity. Targeted attacks on…

系统与控制 · 电气工程与系统科学 2020-02-26 Sagnik Basumallik

The wide adoption of Internet of Things (IoT)-enabled energy devices improves the quality of life, but simultaneously, it enlarges the attack surface of the power grid system. The adversary can gain illegitimate control of a large number of…

系统与控制 · 电气工程与系统科学 2024-01-05 Yuhan Zhao , Juntao Chen , Quanyan Zhu

Security of computers and the networks that connect them is increasingly becoming of great significance. Intrusion detection system is one of the security defense tools for computer networks. This paper compares two different model…

密码学与安全 · 计算机科学 2012-08-30 Heba Ezzat Ibrahim , Sherif M. Badr , Mohamed A. Shaheen

Smart grid advancements and the increased integration of digital devices have transformed the existing power grid into a cyber-physical energy system. This reshaping of the current power system can make it vulnerable to cyberattacks, which…

系统与控制 · 电气工程与系统科学 2023-04-18 Kalinath Katuri , Ioannis Zografopoulos , Ha Thi Nguyen , Charalambos Konstantinou

In recent years, cyber-security of power systems has become a growing concern. To protect power systems from malicious adversaries, advanced defense strategies that exploit sophisticated detection algorithms are required. Motivated by this,…

系统与控制 · 电气工程与系统科学 2020-04-09 Ana Jevtić , Marija Ilić

In this paper, we present a study that proposes a three-stage classifier model which employs a machine learning algorithm to develop an intrusion detection and identification system for tens of different types of attacks against industrial…

密码学与安全 · 计算机科学 2020-12-18 Ahsan Al Zaki Khan , Gursel Serpen

In the realm of IoT/CPS systems connected over mobile networks, traditional intrusion detection methods analyze network traffic across multiple devices using anomaly detection techniques to flag potential security threats. However, these…

密码学与安全 · 计算机科学 2024-10-07 Anantaa Kotal , Brandon Luton , Anupam Joshi

In this paper a new class of cyber attacks against state estimation in the electric power grid is considered. This class of attacks is named false data injection attacks. We show that with the knowledge of the system configuration an…

密码学与安全 · 计算机科学 2018-09-20 Muneer Mohammad

Smart grids are vulnerable to cyber-attacks. This paper proposes a game-theoretic approach to evaluate the variations caused by an attacker on the power measurements. Adversaries can gain financial benefits through the manipulation of the…

机器学习 · 计算机科学 2021-06-08 Kian Hamedani , Lingjia Liu , Jithin Jagannath , Yang , Yi

Understanding smart grid cyber attacks is key for developing appropriate protection and recovery measures. Advanced attacks pursue maximized impact at minimized costs and detectability. This paper conducts risk analysis of combined data…

密码学与安全 · 计算机科学 2017-08-29 Kaikai Pan , André Teixeira , Milos Cvetkovic , Peter Palensky

The integration of information and communication technology in distribution grids presents opportunities for active grid operation management, but also increases the need for security against power outages and cyberattacks. This paper…

密码学与安全 · 计算机科学 2024-12-09 Omer Sen , Nathalie Bleser , Martin Henze , Andreas Ulbig