详细信息
Privacy Preservation by Local Design in Cooperative Networked Control Systems ( EI收录)
文献类型:期刊文献
英文题名:Privacy Preservation by Local Design in Cooperative Networked Control Systems
作者:Yang, Chao[1]; Yang, Wen[1]; Shi, Hongbo[1]
机构:[1] Key Laboratory of Advanced Control and Optimization for Chemical Processes, Dept. of Automation, East China University of Science and Technology, Shanghai, 200237, China
年份:2022
外文期刊名:arXiv
收录:EI(收录号:20220289164)
语种:英文
外文关键词:Economic and social effects - Numerical methods - State estimation
摘要:In this paper, we study the privacy preservation problem in a cooperative networked control system working for the task of LQG control. The system consists of a user and a server: the user owns the state process, the server provides computation capability, and the user employs the server to compute control inputs for it. To enable the server's computation, the user needs to provide the measurements of the process states to the server. However, the user regards the states as privacy and wants the server to have deviated knowledge of the state estimates rather than the true value. Regarding that, we propose a novel local design of privacy preservation, which creates a deviation in the server's knowledge of the state estimates from the true value. Meanwhile, we propose an associated privacy metric to measure the deviation and analyze the privacy performance accordingly. Furthermore, we analyze the service loss in the LQG control performance caused by the privacy scheme. Finally, we study the performance trade-off between the privacy preservation and the LQG control, where the proposed optimization problems are solved by numerical methods efficiently. Copyright ? 2022, The Authors. All rights reserved.
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