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Rising complexity of in-vehicle electronics is enabling new capabilities like autonomous driving and active safety. However, rising automation also increases risk of security threats which is compounded by lack of in-built security measures…

密码学与安全 · 计算机科学 2024-01-22 Shashwat Khandelwal , Eashan Wadhwa , Shreejith Shanker

In this paper, we examine the impact of cyberattacks in an integrated transmission and distribution (T&D) power grid model with distributed energy resource (DER) integration. We adopt the OCTAVE Allegro methodology to identify critical…

系统与控制 · 电气工程与系统科学 2021-04-13 Ioannis Zografopoulos , Charalambos Konstantinou , Nektarios Georgios Tsoutsos , Dan Zhu , Robert Broadwater

Phasor measurement units (PMUs) provide high-fidelity data that improve situation awareness of electric power grid operations. PMU datastreams inform wide-area state estimation, monitor area control error, and facilitate event detection in…

信号处理 · 电气工程与系统科学 2020-08-24 Jun Jiang , Xuan Liu , Scott Wallace , Eduardo Cotilla-Sanchez , Robert Bass , Xinghui Zhao

The escalation of hazards to safety and hijacking of digital networks are among the strongest perilous difficulties that must be addressed in the present day. Numerous safety procedures were set up to track and recognize any illicit…

密码学与安全 · 计算机科学 2023-10-03 Sudhanshu Sekhar Tripathy , Bichitrananda Behera

We propose a comprehensive approach to increase the reliability and resilience of future power grids rich in distributed energy resources. Our distributed scheme combines federated learning-based attack detection with a local electricity…

机器学习 · 计算机科学 2024-07-17 Lucas Pereira , Vineet Jagadeesan Nair , Bruno Dias , Hugo Morais , Anuradha Annaswamy

Load redistribution (LR) attacks represent a practical and sophisticated form of false data injection (FDI) attacks, where the attacker manipulates grid data to influence economic operations of the grid through misleading security…

系统与控制 · 电气工程与系统科学 2025-09-18 Praveen Verma , Di Shi , Yanzhu Ye , Fengyu Wang , Ying Zhang

Intrusion detection is a traditional practice of security experts, however, there are several issues which still need to be tackled. Therefore, in this paper, after highlighting these issues, we present an architecture for a hybrid…

密码学与安全 · 计算机科学 2023-10-27 Lynda Boukela , Gongxuan Zhang , Meziane Yacoub , Samia Bouzefrane

Recent advances in Machine Learning(ML) have led to its broad adoption in a series of power system applications, ranging from meter data analytics, renewable/load/price forecasting to grid security assessment. Although these data-driven…

系统与控制 · 计算机科学 2018-08-28 Yize Chen , Yushi Tan , Deepjyoti Deka

Federated learning (FL) is a promising technique for learning-based functions in wireless networks, thanks to its distributed implementation capability. On the other hand, distributed learning may increase the risk of exposure to malicious…

机器学习 · 计算机科学 2025-04-28 Han Zhang , Hao Zhou , Medhat Elsayed , Majid Bavand , Raimundas Gaigalas , Yigit Ozcan , Melike Erol-Kantarci

In this study, we introduce a novel unsupervised countermeasure for smart grid power systems, based on generative adversarial networks (GANs). Given the pivotal role of smart grid systems (SGSs) in urban life, their security is of…

信号处理 · 电气工程与系统科学 2020-09-14 Mohammad Adiban , Arash Safari , Giampiero Salvi

We consider the framework of distributed aggregation of Distributed Energy Resources (DERs) in power networks to provide ancillary services to the power grid. Existing aggregation schemes work under the assumption of trust and honest…

系统与控制 · 电气工程与系统科学 2024-10-01 Vivek Khatana , Soham Chakraborty , Govind Saraswat , Sourav Patel , Murti V. Salapaka

The Controller Area Network (CAN) bus works as an important protocol in the real-time In-Vehicle Network (IVN) systems for its simple, suitable, and robust architecture. The risk of IVN devices has still been insecure and vulnerable due to…

密码学与安全 · 计算机科学 2021-07-13 Sk. Tanzir Mehedi , Adnan Anwar , Ziaur Rahman , Kawsar Ahmed

Adding photovoltaic (PV) systems in distribution networks, while desirable for reducing the carbon footprint, can lead to voltage violations under high solar-low load conditions. The inability of traditional volt-VAr control in eliminating…

系统与控制 · 电气工程与系统科学 2023-11-07 Dhaval Dalal , Madhura Sondharangalla , Raja Ayyanar , Anamitra Pal

Due to an exponential increase in the number of cyber-attacks, the need for improved Intrusion Detection Systems (IDS) is apparent than ever. In this regard, Machine Learning (ML) techniques are playing a pivotal role in the early…

Machine learning (ML)-based intrusion detection systems (IDSs) play a critical role in discovering unknown threats in a large-scale cyberspace. They have been adopted as a mainstream hunting method in many organizations, such as financial…

密码学与安全 · 计算机科学 2021-09-02 Shiyi Yang , Hui Guo , Nour Moustafa

The number of installed remote terminal units (RTU) is on the rise, increasing the observability and control of the power system. RTUs enable sending data to and receiving data from a control center in the power system. A distribution grid…

系统与控制 · 电气工程与系统科学 2024-05-14 Milad Beikbabaei , Ali Mehrizi-Sani

Accurate detection and localization of solar photovoltaic (PV) panels in satellite imagery is essential for optimizing microgrids and active distribution networks (ADNs), which are critical components of renewable energy systems. Existing…

机器学习 · 计算机科学 2025-10-07 Muhao Guo , Yang Weng

Intrusion Detection Systems (IDS) enhanced with Machine Learning (ML) have demonstrated the capacity to efficiently build a prototype of "normal" cyber behaviors in order to detect cyber threats' activity with greater accuracy than…

密码学与安全 · 计算机科学 2021-04-23 Vance Wong , John Emanuello

As one of the largest and most complex systems on earth, power grid (PG) operation and control have stepped forward as a compound analysis on both physical and cyber layers which makes it vulnerable to assaults from economic and security…

系统与控制 · 电气工程与系统科学 2022-05-31 Wangkun Xu , Fei Teng

The increasing integration of IoT-connected devices in smart grids has introduced new vulnerabilities at the distribution level. Of particular concern is the potential for cyberattacks that exploit high-wattage IoT devices, such as EV…

系统与控制 · 电气工程与系统科学 2025-08-27 Armita Khashayardoost , Ahmad Mohammad Saber , Deepa Kundur