Performance Comparison of State-Observer Algorithms for Mitigation of False Data Injection Attacks on Automatic Generation Control System

This paper presents the performance comparison between Extended Kalman Filter (EKF) and Particle Filter (PF) to maintain the data integrity of a Three-Area Thermal Automatic Generation Control (AGC) system against False Data Injection Attack (FDIA). Simulation study shows that both the state-observer algorithms provide a good estimate of the AGC system states in the presence of FDIA. However, the EKF outperforms PF in terms of reduced computational burden and response time which is crucial to ensure the security of the AGC system data against FDIA.

Authors

Institutions

Publication Details

Published
2024-12-18
DOI
https://doi.org/10.1109/pedes61459.2024.10961229
Primary Topic
Network Security and Intrusion Detection
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Performance Comparison of State-Observer Algorithms for Mitigation of False Data Injection Attacks on Automatic Generation Control System

Upasana Sarma, Chandrasekaran Subramanian
Network Security and Intrusion Detection
article

Performance Comparison of State-Observer Algorithms for Mitigation of False Data Injection Attacks on Automatic Generation Control System

Upasana Sarma, Chandrasekaran Subramanian
article en

Abstract

This paper presents the performance comparison between Extended Kalman Filter (EKF) and Particle Filter (PF) to maintain the data integrity of a Three-Area Thermal Automatic Generation Control (AGC) system against False Data Injection Attack (FDIA). Simulation study shows that both the state-observer algorithms provide a good estimate of the AGC system states in the presence of FDIA. However, the EKF outperforms PF in terms of reduced computational burden and response time which is crucial to ensure the security of the AGC system data against FDIA.

National Institute of Technology Hamirpur (BD)
Climate action
Openalex Percentile: Top 65%
Network Security and Intrusion Detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.