Large Language Model for Smart Inverter Cyber-Attack Detection via Textual Analysis of Volt/VAR Commands

被引:2
|
作者
Selim, Alaa [1 ]
Zhao, Junbo [1 ]
Yang, Bo [2 ]
机构
[1] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA
[2] Hitachi Amer Ltd, Res & Dev Div, Santa Clara, CA 95054 USA
关键词
Cyberattack; Adaptation models; Inverters; Electric potential; Voltage control; Training; Standards; Large language models; cyber-attack detection; Volt/VAR control; text security; distribution network;
D O I
10.1109/TSG.2024.3453648
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter demonstrates a proof-of-concept validation of the Large Language Model (LLM) for smart inverter cyberattack detection through textual control commands. The proposed method can detect the manipulation of Volt/VAR curves and the comparison results with state-of-the-art machine learning techniques highlight its efficacy in identifying cyber attacks. Test results obtained from a real distribution feeder in Colorado, USA, validate the high accuracy for attack classification as well as demonstrate the potential of LLMs in adding a robust security layer for cyber-attacks.
引用
收藏
页码:6179 / 6182
页数:4
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