Two‐Step Game‐Based Resilient Model Predictive Control for Cyber‐Physical Systems Against False Data Injection Attacks

ABSTRACT In the paper, a novel resilient model predictive control (MPC) strategy is proposed based on a two‐step game framework for discrete‐time nonlinear cyber‐physical systems (CPSs) under false data injection (FDI) attacks. Firstly, considering the controller's limited capacity to process data at each sampling instant, a two‐step game‐based security framework is designed to adaptively allocate computation and protection resources, ensuring that the transmitted key control input signals can withstand FDI attacks while maximizing the system performance improvement. Secondly, a resilient strategy is proposed to identify the positions of the transmitted key control input signals and further generate a backup control input sequence based on these key control input signals. By combining the game framework with the resilient method, the controller can effectively minimize resource consumption and improve the efficiency of computation resource utilization. Combining these features, a novel resilient MPC algorithm is developed to safeguard the CPS from FDI attacks. Furthermore, the iterative feasibility of the proposed algorithm and the closed‐loop stability of the controlled CPS under FDI attacks are rigorously demonstrated. Finally, the effectiveness of the proposed method is validated through a simulation comparison.

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Publication Details

Journal
International Journal of Robust and Nonlinear Control
Published
2026-04-07
DOI
https://doi.org/10.1002/rnc.70532
Primary Topic
Smart Grid Security and Resilience
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
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article

Two‐Step Game‐Based Resilient Model Predictive Control for Cyber‐Physical Systems Against False Data Injection Attacks

Dangtong He, Yuxiang Li, Lepeng Wang, Ning He
International Journal of Robust and Nonlinear Control
Smart Grid Security and Resilience
article

Two‐Step Game‐Based Resilient Model Predictive Control for Cyber‐Physical Systems Against False Data Injection Attacks

Dangtong He, Yuxiang Li, Lepeng Wang, Ning He
article en

Abstract

ABSTRACT In the paper, a novel resilient model predictive control (MPC) strategy is proposed based on a two‐step game framework for discrete‐time nonlinear cyber‐physical systems (CPSs) under false data injection (FDI) attacks. Firstly, considering the controller's limited capacity to process data at each sampling instant, a two‐step game‐based security framework is designed to adaptively allocate computation and protection resources, ensuring that the transmitted key control input signals can withstand FDI attacks while maximizing the system performance improvement. Secondly, a resilient strategy is proposed to identify the positions of the transmitted key control input signals and further generate a backup control input sequence based on these key control input signals. By combining the game framework with the resilient method, the controller can effectively minimize resource consumption and improve the efficiency of computation resource utilization. Combining these features, a novel resilient MPC algorithm is developed to safeguard the CPS from FDI attacks. Furthermore, the iterative feasibility of the proposed algorithm and the closed‐loop stability of the controlled CPS under FDI attacks are rigorously demonstrated. Finally, the effectiveness of the proposed method is validated through a simulation comparison.

International Journal of Robust and Nonlinear Control
Xi'an University of Architecture and Technology (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China
Decent work and economic growth
Openalex Percentile: Top 20%
Smart Grid Security and Resilience
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Two‐Step Game‐Based Resilient Model Predictive Control for Cyber‐Physical Systems Against False Data Injection Attacks — Dangtong He, Yuxiang Li, et al. · International Journal of Robust and Nonlinear Control (2026) | TGRS Research Map | TGRS