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Data analysis and monitoring on smart grids are jeopardized by attacks on cyber-physical systems. False data injection attack (FDIA) is one of the classes of those attacks that target the smart measurement devices by injecting malicious…

Machine Learning · Computer Science 2023-06-21 Cihat Keçeci , Katherine R. Davis , Erchin Serpedin

Modern smart grids rely on dense measurement infrastructures, communication links, and intelligent field devices. Although this improves supervision and control, it also increases vulnerability to cyber-physical disruptions. Operators must…

Machine Learning · Computer Science 2026-05-22 Adis Alihodžić , Eva Tuba , Milan Tuba

Deep Neural Networks have proven to be highly accurate at a variety of tasks in recent years. The benefits of Deep Neural Networks have also been embraced in power grids to detect False Data Injection Attacks (FDIA) while conducting…

Cryptography and Security · Computer Science 2025-04-10 Farhin Farhad Riya , Shahinul Hoque , Yingyuan Yang , Jiangnan Li , Jinyuan Stella Sun , Hairong Qi

Cyberattacks can cause a severe impact on power systems unless detected early. However, accurate and timely detection in critical infrastructure systems presents challenges, e.g., due to zero-day vulnerability exploitations and the…

Machine Learning · Computer Science 2022-03-14 Abhijeet Sahu , Zeyu Mao , Patrick Wlazlo , Hao Huang , Katherine Davis , Ana Goulart , Saman Zonouz

Smart grid uses the power of information technology to intelligently deliver energy to customers by using a two-way communication, and wisely meet the environmental requirements by facilitating the integration of green technologies.…

Cryptography and Security · Computer Science 2018-09-10 Zakaria El Mrabet , Hassan El Ghazi , Naima Kaabouch , Hamid El Ghazi

Recent attacks on power grids demonstrated the vulnerability of the grids to cyber and physical attacks. To analyze this vulnerability, we study cyber-physical attacks that affect both the power grid physical infrastructure and its…

Systems and Control · Computer Science 2017-09-22 Saleh Soltan , Gil Zussman

As an important cyber-physical system (CPS), smart grid is highly vulnerable to cyber attacks. Amongst various types of attacks, false data injection attack (FDIA) proves to be one of the top-priority cyber-related issues and has received…

Cryptography and Security · Computer Science 2022-10-25 Yang Li , Xinhao Wei , Yuanzheng Li , Zhaoyang Dong , Mohammad Shahidehpour

Cybersecurity of Industrial Control Systems (ICS) is drawing significant concerns as data communication increasingly leverages wireless networks. A lot of data-driven methods were developed for detecting cyberattacks, but few are focused on…

Machine Learning · Computer Science 2020-09-28 Dan Li , Paritosh Ramanan , Nagi Gebraeel , Kamran Paynabar

Electric power grids are at risk of being compromised by high-impact cyber-security threats such as coordinated, timed attacks. Navigating this new threat landscape requires a deep understanding of the potential risks and complex attack…

Cryptography and Security · Computer Science 2021-09-29 Ömer Sen , Dennis van der Velde , Katharina A. Wehrmeister , Immanuel Hacker , Martin Henze , Michael Andres

Smart grid is an emerging and promising technology. It uses the power of information technologies to deliver intelligently the electrical power to customers, and it allows the integration of the green technology to meet the environmental…

Cryptography and Security · Computer Science 2020-01-06 Zakaria El Mrabet , Hassan El Ghazi , Naima Kaabouch

Power grids are one of the most important components of infrastructure in today's world. Every nation is dependent on the security and stability of its own power grid to provide electricity to the households and industries. A malfunction of…

Systems and Control · Computer Science 2017-11-13 Biswarup Bhattacharya , Abhishek Sinha

The cybersecurity of microgrid has received widespread attentions due to the frequently reported attack accidents against distributed energy resource (DER) manufactures. Numerous impact mitigation schemes have been proposed to reduce or…

Systems and Control · Electrical Eng. & Systems 2024-07-10 Mengxiang Liu , Xin Zhang , Rui Zhang , Zhuoran Zhou , Zhenyong Zhang , Ruilong Deng

Cyber-physical attacks impose a significant threat to the smart grid, as the cyber attack makes it difficult to identify the actual damage caused by the physical attack. To defend against such attacks, various inference-based solutions have…

Performance · Computer Science 2021-01-19 Yudi Huang , Ting He , Nilanjan Ray Chaudhuri , Thomas La Porta

Modern power grids are undergoing significant changes driven by information and communication technologies (ICTs), and evolving into smart grids with higher efficiency and lower operation cost. Using ICTs, however, comes with an inevitable…

Machine Learning · Computer Science 2024-05-24 Hanyu Zeng , Pengfei Zhou , Xin Lou , Zhen Wei Ng , David K. Y. Yau , Marianne Winslett

The evolution of the traditional power system towards the modern smart grid has posed many new cybersecurity challenges to this critical infrastructure. One of the most dangerous cybersecurity threats is the False Data Injection (FDI)…

Cryptography and Security · Computer Science 2020-03-12 Nam N. Tran , Hemanshu R. Pota , Quang N. Tran , Xuefei Yin , Jiankun Hu

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.…

Systems and Control · Electrical Eng. & Systems 2023-05-22 Marcelo Simoes , Mohammed Elmusrati , Tero Vartiainen , Mike Mekkanen , Mazaher Karimi , Sayawu Diaba , Emmanuel Anti , Wilson Lopes

With the deeper penetration of inverter-based resources in power systems, false data injection attacks (FDIA) are a growing cyber-security concern. They have the potential to disrupt the system's stability like frequency stability, thereby…

Cryptography and Security · Computer Science 2024-09-10 Abhijeet Sahu , Truc Nguyen , Kejun Chen , Xiangyu Zhang , Malik Hassanaly

In recent years, cyberattacks - along with physical faults - have become an increasing factor causing system failures, especially in DER (Distributed Energy Resources) systems. In addition, according to the literature, a number of faults…

Cryptography and Security · Computer Science 2026-01-08 Mohammad Shamim Ahsan , Haizhou Wang , Venkateswara Reddy Motakatla , Minghui Zhu , Peng Liu

The tight coupling between communication and control in cyber-physical systems is necessary to enable the complex regulation required to operate these systems. Unfortunately, cyberattackers can exploit network vulnerabilities to compromise…

Systems and Control · Electrical Eng. & Systems 2025-07-25 Amr S. Mohamed , Mohsen Khalaf , Deepa Kundur

Early detection of cyber-attacks is crucial for a safe and reliable operation of the smart grid. In the literature, outlier detection schemes making sample-by-sample decisions and online detection schemes requiring perfect attack models…

Machine Learning · Computer Science 2019-02-19 Mehmet Necip Kurt , Oyetunji Ogundijo , Chong Li , Xiaodong Wang