详细信息

Localized Privacy Preservation by Innovation Perturbation in a Cooperative LQG Control System  ( CPCI-S收录)  

文献类型:会议论文

英文题名:Localized Privacy Preservation by Innovation Perturbation in a Cooperative LQG Control System

作者:Sheng, Wenliang[1];Zhao, Zhiyun[1];Yang, Wen[1];Yang, Chao[1]

机构:[1]East China Univ Sci & Technol, Dept Automat, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China

会议论文集:62nd IEEE Conference on Decision and Control (CDC)

会议日期:DEC 13-15, 2023

会议地点:IEEE Control Syst Soc, Singapore, SINGAPORE

主办单位:IEEE Control Syst Soc

语种:英文

外文关键词:cooperative networked control system; LQG; control; privacy preservation; cooperation privacy.

摘要:We consider a cooperative Linear Quadratic Gaussian (LQG) control system, in which an individual user owns a local plant whose control inputs are provided by a server. In the cooperation, the user takes the plant states as private information and desires to maximize the privacy preservation while ensuring that the server still provides a certain level of control performance. Moreover, the user requires a privacy scheme that is used locally and is unknown to the server, so that it can create a deviation in the server's knowledge of the states from the true value. To achieve this, we propose two privacy schemes localized at the user side, which inject perturbations in the innovation data sent to the server. For both schemes, firstly, we analyze the privacy preservation quality provided by the scheme and the performance loss in the LQG control caused by it. Secondly, based on the trade-off between them, we propose an optimization problem. Thirdly, we propose a recovery procedure by which the control performance is recovered to the optimal one, i.e., the privacy preservation is achieved without any performance loss in control. Finally, simulations are provided, and we give discussions on the two schemes based on the simulation results.

参考文献:

正在载入数据...

版权所有©华东理工大学 重庆维普资讯有限公司 渝B2-20050021-7 
渝公网安备 50019002500408号 违法和不良信息举报中心