XI Lei, CHEN Hongjun, PENG Dianming, et al. FDIA Localization Method Based on Adaptive Differential Evolution and Fuzzy Broad Learning System[J]. 2025, 45(19): 7468-7480.
DOI:
XI Lei, CHEN Hongjun, PENG Dianming, et al. FDIA Localization Method Based on Adaptive Differential Evolution and Fuzzy Broad Learning System[J]. 2025, 45(19): 7468-7480. DOI: 10.13334/j.0258-8013.pcsee.240744.
FDIA Localization Method Based on Adaptive Differential Evolution and Fuzzy Broad Learning System
cyber-physical power systems face the threat of false data injection attacks. Detection techniques for such attacks often neglect the localization of the attack injection
and research attempting to solve this problem has difficulty balancing detection accuracy and computation time. Therefore
this paper proposes a false data injection attack localization method based on adaptive differential evolution-fuzzy broad learning system. The proposed algorithm employs a fuzzy broad learning system with a transversal network structure to constitute the localization algorithm
which realizes the fast detection. Meanwhile
an adaptive differential evolution algorithm is proposed to perform feature selection on the measured data and eliminate the redundant features
which effectively improves the accuracy of the algorithm for location detection. Extensive simulations in IEEE-14 and 57-node systems verify that the proposed method is capable of precise localization of spurious data injection attacks
and has better accuracy
precision
recall
and F1-score compared with multiple traditional detection algorithms.
FDIA Location Detection for Data-driven Algorithms in Cyber-physical Power Systems
计及跨域连锁故障的电力信息物理系统N-k协同故障场景筛选双层优化模型
A New Mode of False Data Injection Attack With Incomplete Information and Residual Pollution
考虑FDIA的电力线通信赋能智慧园区时间同步方法
多微电网能量管理系统研究综述
Related Author
XI Lei
PENG Dianming
CAO Wei
CHEN Hongjun
BAI Fangyan
WANG Wenzhuo
孙溶佐
蔡晔
Related Institution
Sungrow Power Supply Co., Ltd.
Hubei Provincial Key Laboratory for Operation and Control of Cascaded Hydropower Station (College of Electrical Engineering and New Energy, China Three Gorges University)