A journal of IEEE and CAA , publishes high-quality papers in English on original theoretical/experimental research and development in all areas of automation
Volume 13 Issue 7
Jul.  2026

IEEE/CAA Journal of Automatica Sinica

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Article Contents
L. Ma, Y. Dai, and C. Gao, “Security control of nonlinear systems subject to deception attacks: A reinforcement learning approach,” IEEE/CAA J. Autom. Sinica, vol. 13, no. 7, pp. 1764–1766, Jul. 2026. doi: 10.1109/JAS.2025.125513
Citation: L. Ma, Y. Dai, and C. Gao, “Security control of nonlinear systems subject to deception attacks: A reinforcement learning approach,” IEEE/CAA J. Autom. Sinica, vol. 13, no. 7, pp. 1764–1766, Jul. 2026. doi: 10.1109/JAS.2025.125513

Security Control of Nonlinear Systems Subject to Deception Attacks: A Reinforcement Learning Approach

doi: 10.1109/JAS.2025.125513
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    Y. Sun, M. Chen, K. Peng, L. Wu, and C. Liu, “Finite-time adaptive optimal control of uncertain strict-feedback nonlinear systems based on fuzzy observer and reinforcement learning,” Int. J. Syst. Sci., vol. 55, no. 8, pp. 1553–1570, 2024. doi: 10.1080/00207721.2024.2312882
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    C. Ma, P. Cheng, and C. Cai, “Localization and mapping method based on multimodal information fusion and deep learning for dynamic object removal,” Int. J. Netw. Dyn. Intell., vol. 3, no. 2, Art. no. 100008, 2024.
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    G. He, M. Hu, and Z. Shen, “Consensus of switched multi-agents system with cooperative and competitive relationship,” Syst. Sci. Contr. Eng., vol. 11, no. 1, Art. no. 2192008, 2023. doi: 10.1080/21642583.2023.2192008
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    L. Liu, L. Ma, J. Zhang, and Y. Bo, “Distributed non-fragile set-membership filtering for nonlinear systems under fading channels and bias injection attacks,” Int. J. Syst. Sci., vol. 52, no. 6, pp. 1192–1205, 2021. doi: 10.1080/00207721.2021.1872118
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    C. Wu, X. Li, W. Pan, J. Liu, and L. Wu, “Zero-sum game-based optimal secure control under actuator attacks,” IEEE T Autom. Control, vol. 66, no. 8, pp. 3773–3780, 2021. doi: 10.1109/TAC.2020.3029342
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    C. Wu, W. Yao, W. Pan, G. Sun, J. Liu, and L. Wu, “Secure control for cyber-physical systems under malicious attacks,” IEEE Trans. Control Netw. Syst., vol. 9, no. 2, pp. 775–788, 2022. doi: 10.1109/TCNS.2021.3094782
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    F. Farivar, M. S. Haghighi, A. Jolfaei, and M. Alazab, “Artificial intelligence for detection, estimation, and compensation of malicious attacks in nonlinear cyber-physical systems and industrial IoT,” IEEE Trans. Ind. Informat., vol. 16, no. 4, pp. 2716–2725, 2020. doi: 10.1109/TII.2019.2956474
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