Outline

Ingegneria Sismica

Ingegneria Sismica

A Data-Driven Digital Twin-Based Framework for Attack Chain Modeling and Defense in Networked Microgrids

Author(s): Peng Xiao1, Biao Bai1, Zijie Deng2
1Information Center of China Southern Power Grid Yunnan Power Grid Co., Ltd., Yunan, 650000, China
2China Southern Power Grid Power Grid Group, Co., Ltd., Guangdong Province, 510000, China
Xiao, Peng., Bai, Biao., and Deng, Zijie. “A Data-Driven Digital Twin-Based Framework for Attack Chain Modeling and Defense in Networked Microgrids.” Ingegneria Sismica Volume 43 Issue 2: 1-23, doi:10.65102/is2026854.

Abstract

In light of the digital transformation of power systems and the increasing integration of renewable energy, grid control architecture has gradually evolved into deeply coupled cyber-physical power systems (CPPS) with chain-like and coordinated security risks. A Digital Twin-Based Framework for Attack Chain Modelling and Defence Strategy Verification in Power Grids is proposed in this paper. A bidirectional mapping model of the physical and cyber layers is built in this way to detect abnormal behaviour in time and space, and then adjust. A data-driven digital twin model of LSTM networks is used to address typical denial-of-service (DoS) attack scenarios and realize attack detection, alert, and self-healing decision verification. According to the results of the simulation, the proposed method can effectively reconstruct the process of the attack chain and improve the robustness and adaptive recovery capabilities of the control system in multi-node parallel systems significantly.

 

Keywords
Digital Twin; Grid Security; Attack Chain Modeling; Defense Verification; Long Short-Term Memory

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