A Control-Recoverable Added-Noise-Based Privacy Scheme for LQ Control in Networked Control Systems

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-11-11 DOI:10.1109/TAC.2024.3495373
Xuening Tang;Xianghui Cao;Wei Xing Zheng
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Abstract

As networked control systems continue to evolve, ensuring the privacy of sensitive data becomes an increasingly pressing concern, especially in situations where the controller is physically separated from the plant. In this article, we propose a secure control scheme for computing linear quadratic control in a networked control system utilizing two networked controllers, a privacy encoder, and a control restorer. Specifically, the encoder generates two state signals blurred with random noise and sends them to the controllers, while the restorer reconstructs the correct control signal. The proposed design effectively preserves the privacy of the control system's state without sacrificing the control performance. We theoretically quantify the privacy-preserving performance in terms of the state estimation error of the controllers and the disclosure probability. In addition, the proposed privacy-preserving scheme is also proven to satisfy differential privacy. Moreover, we extend the proposed privacy-preserving scheme and evaluation method to cases where collusion between two controllers occurs. Finally, we verify the validity of our proposed scheme through simulations.
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网络控制系统中 LQ 控制的可控制可恢复的附加噪声隐私方案
随着网络控制系统的不断发展,确保敏感数据的隐私成为一个日益紧迫的问题,特别是在控制器与工厂物理分离的情况下。在本文中,我们提出了一个安全的控制方案来计算线性二次控制在一个网络控制系统中使用两个网络控制器,一个隐私编码器,和一个控制恢复器。具体来说,编码器产生两个被随机噪声模糊的状态信号并将其发送给控制器,而恢复器则重建正确的控制信号。该设计在不牺牲控制性能的前提下,有效地保护了控制系统状态的私密性。我们从理论上用控制器的状态估计误差和泄露概率来量化隐私保护性能。此外,还证明了所提出的隐私保护方案能够满足差分隐私。此外,我们将所提出的隐私保护方案和评估方法扩展到两个控制器之间存在串通的情况。最后,通过仿真验证了所提方案的有效性。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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