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Industry 4.0 is the latest industrial revolution primarily merging automation with advanced manufacturing to reduce direct human effort and resources. Predictive maintenance (PdM) is an industry 4.0 solution, which facilitates predicting…

Machine Learning · Computer Science 2019-12-16 Gautam Raj Mode , Prasad Calyam , Khaza Anuarul Hoque

Today's smart-grids have seen a clear rise in new ways of energy generation, transmission, and storage. This has not only introduced a huge degree of variability, but also a continual shift away from traditionally centralized generation and…

Emerging Technologies · Computer Science 2022-06-14 Himanshu Neema , Harsh Vardhan , Carlos Barreto , Xenofon Koutsoukos

An increased energy demand, and environmental pressure to accommodate higher levels of renewable energy and flexible loads like electric vehicles have led to numerous smart transformations in the modern power systems. These transformations…

Cryptography and Security · Computer Science 2023-03-17 Arnab Bhattacharjee , Tapan K. Saha , Ashu Verma , Sukumar Mishra

The increased penetration of Electric Vehicles (EVs) in the transportation sector has increased the requirement of Fast Charging Direct Current (FCDC) stations to meet customer's speedy charging requirements. However, both charging stations…

Systems and Control · Electrical Eng. & Systems 2021-03-17 Omniyah Gul M Khan , Ehab El-Saadany , Amr Youssef , Mostafa Shaaban

The increasing integration of distributed energy resources (DERs) calls for new monitoring and operational planning tools to ensure stability and sustainability in distribution grids. One idea is to use existing monitoring tools in…

Systems and Control · Computer Science 2017-06-05 Jiafan Yu , Yang Weng , Ram Rajagopal

False data injection (FDI) cyber-attacks on power systems can be prevented by strategically selecting and protecting a sufficiently large measurement subset, which, however, requires adequate cyber-defense resources for measurement…

Systems and Control · Electrical Eng. & Systems 2023-11-15 Jiazuo Hou , Fei Teng , Wenqian Yin , Yue Song , Yunhe Hou

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…

Systems and Control · Electrical Eng. & Systems 2023-04-18 Kalinath Katuri , Ioannis Zografopoulos , Ha Thi Nguyen , Charalambos Konstantinou

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

Cybersecurity in building energy management is crucial for protecting infrastructure, ensuring data integrity, and preventing unauthorized access or manipulation. This paper investigates the energy efficiency and cybersecurity of building…

Systems and Control · Electrical Eng. & Systems 2024-05-03 Xiaoyu Ge , Kamelia Norouzi , Faegheh Moazeni , Mirel Sehic , Javad Khazaei , Parv Venkitasubramaniam , Rick Blum

High-wattage demand-side appliances such as Plug-in Electric Vehicles (PEVs) are proliferating. As a result, information on the charging patterns of PEVs is becoming accessible via smartphone applications, which aggregate real-time…

Systems and Control · Electrical Eng. & Systems 2020-03-02 Samrat Acharya , Yury Dvorkin , Ramesh Karri

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…

Machine Learning · Computer Science 2024-07-17 Lucas Pereira , Vineet Jagadeesan Nair , Bruno Dias , Hugo Morais , Anuradha Annaswamy

This paper presents the first demonstration of using an active mechanism to defend renewable-rich microgrids against cyber attacks. Cyber vulnerability of the renewable-rich microgrids is identified. The defense mechanism based on dynamic…

Systems and Control · Electrical Eng. & Systems 2020-11-30 Tong Huang , Bin Wang , Jorge Ramos-Ruiz , Prasad Enjeti , P. R. Kumar , Le Xie

The future power grid will be characterized by the pervasive use of heterogeneous and non-proprietary information and communication technology, which exposes the power grid to a broad scope of cyber-attacks. In particular,…

Cryptography and Security · Computer Science 2018-06-12 Christian Moya , Junho Hong , Jiankang Wang

Cyber-physical system (CPS) security for the smart grid enables secure communication for the SCADA and wide-area measurement system data. Power utilities world-wide use various SCADA protocols, namely DNP3, Modbus, and IEC 61850, for the…

Systems and Control · Electrical Eng. & Systems 2024-12-12 Sathya Narayana Mohan , Gelli Ravikumar , Manimaran Govindarasu

With the growing concern about the security and privacy of smart grid systems, cyberattacks on critical power grid components, such as state estimation, have proven to be one of the top-priority cyber-related issues and have received…

Cryptography and Security · Computer Science 2023-04-10 Muhammad Akbar Husnoo , Adnan Anwar , Haftu Tasew Reda , Nasser Hosseinzadeh , Shama Naz Islam , Abdun Naser Mahmood , Robin Doss

Machine learning (ML)-based detectors have been shown to be effective in detecting stealthy false data injection attacks (FDIAs) that can bypass conventional bad data detectors (BDDs) in power systems. However, ML models are also vulnerable…

Systems and Control · Electrical Eng. & Systems 2025-04-07 Yexiang Chen , Subhash Lakshminarayana , H. Vincent Poor

This paper examines how moving target defences (MTD) implemented in power systems can be countered by unsupervised learning-based false data injection (FDI) attack and how MTD can be combined with physical watermarking to enhance the system…

Systems and Control · Electrical Eng. & Systems 2020-08-07 Martin Higgins , Fei Teng , Thomas Parisini

Spot pricing is often suggested as a method of increasing demand-side flexibility in electrical power load. However, few works have considered the vulnerability of spot pricing to financial fraud via false data injection (FDI) style…

Systems and Control · Electrical Eng. & Systems 2023-01-26 Martin Higgins , Bruce Stephen , David Wallom

With the growing share of renewable energy sources, the uncertainty in power supply is increasing. In addition to the inherent fluctuations in the renewables, this is due to the threat of deliberate malicious attacks, which may become more…

Systems and Control · Electrical Eng. & Systems 2024-02-15 Sarah Braun , Sebastian Albrecht , Sergio Lucia

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
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