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author:

Qi, Yiwen (Qi, Yiwen.) [1] | Guo, Shitong (Guo, Shitong.) [2] | Ahn, Choon Ki (Ahn, Choon Ki.) [3] | Tang, Yiwen (Tang, Yiwen.) [4] | Huang, Jie (Huang, Jie.) [5]

Indexed by:

EI Scopus SCIE

Abstract:

Differential privacy is an effective method to solve data privacy leakage. The common differential privacy method is achieved by adding privacy noises to the transmitted data, which may affect data accuracy. For the control system, data accuracy greatly affects the system performance. To circumvent this difficulty, we propose a novel privacy-preserved rolling optimization strategy (PP-ROS) for switched systems. The main contributions are reflected in three aspects: 1) The proposed PP-ROS is used to calculate the private control input by adding Laplace noise to the prediction and control horizons, instead of the transmitted data. 2) Privacy definitions of the prediction and control horizons are presented, and a private model predictive control (P-MPC) controller design is provided based on the PP-ROS. The P-MPC controller achieves the privacy of its parameters. 3) Under PP-ROS and P-MPC, the proof and calculation methods for the privacy levels of control input and system output are given. The results indicate that when noise is added to the horizons, both control input and system output are private. Finally, the availability and benefits of PP-ROS and P-MPC are demonstrated using two simulation examples and comparison results.

Keyword:

Accuracy Control horizon differential privacy Differential privacy Heuristic algorithms model predictive control (MPC) Noise Optimal control prediction horizon Predictive control Privacy Stability analysis switched systems Switched systems System performance

Community:

  • [ 1 ] [Qi, Yiwen]Fuzhou Univ, Coll Elect Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 2 ] [Huang, Jie]Fuzhou Univ, Coll Elect Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 3 ] [Guo, Shitong]Shenyang Aerosp Univ, Sch Automat, Shenyang 110136, Peoples R China
  • [ 4 ] [Tang, Yiwen]Shenyang Aerosp Univ, Sch Automat, Shenyang 110136, Peoples R China
  • [ 5 ] [Ahn, Choon Ki]Korea Univ, Sch Elect Engn, Seoul 136701, South Korea

Reprint 's Address:

  • [Qi, Yiwen]Fuzhou Univ, Coll Elect Engn & Automat, Fuzhou 350108, Peoples R China;;[Ahn, Choon Ki]Korea Univ, Sch Elect Engn, Seoul 136701, South Korea

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Source :

IEEE TRANSACTIONS ON CYBERNETICS

ISSN: 2168-2267

Year: 2025

Issue: 5

Volume: 55

Page: 2085-2097

9 . 4 0 0

JCR@2023

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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