Design, Detection, and Countermeasure of Frequency Spectrum Attack and Its Impact on Long Short-Term Memory Load Forecasting and Microgrid Energy Management

Design, Detection, and Countermeasure of Frequency Spectrum Attack and Its Impact on Long Short-Term Memory Load Forecasting and Microgrid Energy Management

This paper introduces a frequency-domain false data injection attack called Frequency Spectrum Attack (FSA) and explores its effects on load forecasting and the energy management system (EMS) in a microgrid. The FSA analyzes time-series signals in the frequency domain to identify patterns in their f...

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Bibliographic Details
Main Authors: Amirhossein Nazeri, Roghieh Biroon, Pierluigi Pisu, David Schoenwald
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Energies
Subjects:
load forecasting
neural networks
microgrid
LSTM
energy management system
cyber-attack
Online Access:https://www.mdpi.com/1996-1073/17/4/868

Internet

https://www.mdpi.com/1996-1073/17/4/868

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