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As Artificial Intelligence (AI) becomes increasingly integrated into microgrid control systems, the risk of malicious actors exploiting vulnerabilities in Machine Learning (ML) algorithms to disrupt power generation and distribution grows.…

Cryptography and Security · Computer Science 2025-03-26 Ahmed Omara , Burak Kantarci

The gamut of todays internet-connected embedded devices has led to increased concerns regarding the security and confidentiality of data. Most internet-connected embedded devices employ mathematically secure cryptographic algorithms to…

Cryptography and Security · Computer Science 2025-12-02 Archisman Ghosh

In modern smart grids, the proliferation of communication-enabled distributed energy resource (DER) systems has increased the surface of possible cyber-physical attacks. Attacks originating from the distributed edge devices of DER system,…

Cryptography and Security · Computer Science 2022-10-12 Suman Sourav , Partha P. Biswas , Binbin Chen , Daisuke Mashima

The widespread deployment of phasor measurement unit (PMU) overpower systems makes it possible to monitor and analyze grid dynamics in real-time. Low-frequency oscillation is harmful to power system equipment and operation, and in the…

Signal Processing · Electrical Eng. & Systems 2020-01-15 Desong Bian , Zhe Yu , Di Shi , Ruisheng Diao , Zhiwei Wang

Penetration testing the organised attack of a computer system in order to test existing defences has been used extensively to evaluate network security. This is a time consuming process and requires in-depth knowledge for the establishment…

Artificial Intelligence · Computer Science 2021-09-15 Khuong Tran , Ashlesha Akella , Maxwell Standen , Junae Kim , David Bowman , Toby Richer , Chin-Teng Lin

In this article, a multi-simulation model is proposed to measure the performance of all Smart Grid perspectives as defined in the IEEE P2030 standard. As a preliminary implementation, a novel information technology (IT) and communication…

Networking and Internet Architecture · Computer Science 2014-12-18 Martin Lévesque , Christophe Béchet , Eric Suignard , Martin Maier , Anne Picault , Géza Joós

This paper explores the detection and localization of cyber-attacks on time-series measurements data in power systems, focusing on comparing conventional machine learning (ML) like k-means, deep learning method like autoencoder, and graph…

Systems and Control · Electrical Eng. & Systems 2024-11-05 Tianzhixi Yin , Syed Ahsan Raza Naqvi , Sai Pushpak Nandanoori , Soumya Kundu

The integration of LoRa technologies with mesh topologies represents a robust alternative for off-grid communications in emergency scenarios within smart cities. Meshtastic firmware implements a decentralised mesh network over LoRa where…

Networking and Internet Architecture · Computer Science 2026-05-19 Guillermo Antonio Hernandez Ortiz , Edgar Santiago Quiroz Puentes , José de Jesús Rugeles

When applied to a real-world safety critical system like the power grid, general machine learning methods suffer from expensive training, non-physical solutions, and limited interpretability. To address these challenges for power grids,…

Machine Learning · Computer Science 2022-05-25 Shimiao Li , Amritanshu Pandey , Larry Pileggi

The smart grid concept has transformed the traditional power grid into a massive cyber-physical system that depends on advanced two-way communication infrastructure to integrate a myriad of different smart devices. While the introduction of…

Cryptography and Security · Computer Science 2018-04-17 Cengiz Kaygusuz , Leonardo Babun , Hidayet Aksu , A. Selcuk Uluagac

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

Real time operation of the power grid and synchronism of its different elements require accurate estimation of its state variables. Errors in state estimation will lead to sub-optimal Optimal Power Flow (OPF) solutions and subsequent…

Cryptography and Security · Computer Science 2014-01-15 Deepjyoti Deka , Ross Baldick , Sriram Vishwanath

Semi-grant-free non-orthogonal multiple access (semi-GF NOMA) has emerged as a promising technology for the fifth-generation new radio (5G-NR) networks supporting the coexistence of a large number of random connections with various quality…

Signal Processing · Electrical Eng. & Systems 2023-07-19 Duc-Dung Tran , Vu Nguyen Ha , Symeon Chatzinotas , Ti Ti Nguyen

Internet-of-Things (IoT) devices that are limited in power and processing are susceptible to physical layer (PHY) spoofing (signal exploitation) attacks owing to their inability to implement a full-blown protocol stack for security. The…

Machine Learning · Computer Science 2021-03-18 Alireza Nooraiepour , Waheed U. Bajwa , Narayan B. Mandayam

Adversarial approaches, which intentionally challenge machine learning models by generating difficult examples, are increasingly being adopted to improve machine learning interatomic potentials (MLIPs). While already providing great…

Industry 4.0 embodies one of the significant technological changes of this decade. Cyber-physical systems and the Internet Of Things are two central technologies in this change that embed or connect with sensors and actuators and interact…

Cryptography and Security · Computer Science 2021-09-21 Florian Hofer , Barbara Russo

Malicious attacks in the power system can eventually result in a large-scale cascade failure if not attended on time. These attacks, which are traditionally classified into \emph{physical} and \emph{cyber attacks}, can be avoided by using…

Optimization and Control · Mathematics 2018-07-26 Hwei-Ming Chung , Wen-Tai Li , Chau Yuen , Wei-Ho Chung , Yan Zhang , Chao-Kai Wen

Remote Attestation (RA) allows a trusted entity (verifier) to securely measure internal state of a remote untrusted hardware platform (prover). RA can be used to establish a static or dynamic root of trust in embedded and cyber-physical…

Cryptography and Security · Computer Science 2017-03-16 Karim ElDefrawy , Norrathep Rattanavipanon , Gene Tsudik

Electric vehicles (EVs) in Vehicle-to-Grid (V2G) systems act as distributed energy resources that support grid stability. Centralized coordination such as the extended State Space Model (eSSM) enhances scalability and estimation efficiency…

Systems and Control · Electrical Eng. & Systems 2026-03-20 Kaan T. Gun , Xiaozhe Wang , Danial Jafarigiv

This paper introduces a novel, deep learning-based predictive model tailored to address wind curtailment in contemporary power systems, while enhancing cybersecurity measures through the implementation of a Dynamic Defense Mechanism (DDM).…

Systems and Control · Electrical Eng. & Systems 2025-01-16 Ali Peivand , Seyyed Mostafa Nosratabadi
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