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Hongjun Chu, Zhuo Ma, Dong Yue

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    Summary
    This summary is machine-generated.

    This study introduces a privacy-preserving algorithm for multiagent systems (MASs) to protect agent states. The method uses perturbation techniques to prevent adversaries from identifying initial positions and velocities in consensus control.

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    Area of Science:

    • Control Theory
    • Cybersecurity
    • Robotics

    Background:

    • Multiagent systems (MASs) are increasingly used in various applications.
    • Ensuring privacy of individual agent states in MASs is a critical challenge.
    • Adversaries may attempt to infer private information like initial states.

    Purpose of the Study:

    • To develop a privacy preservation algorithm for consensus control in second-order integrator MASs.
    • To protect the initial position and velocity of legitimate agents from adversaries.
    • To analyze the privacy performance and identify conditions for privacy leakage.

    Main Methods:

    • A novel privacy preservation algorithm based on simultaneous perturbation of position and velocity.
    • A two-phase approach: collaborative scrambling for privacy and convergence for consensus.
    • System-theoretic framework for analyzing privacy performance based on indistinguishability.

    Main Results:

    • The proposed algorithm effectively preserves privacy against internal and external adversaries under certain conditions.
    • An internal adversary cannot infer private states if the agent has legitimate neighbors.
    • Privacy is compromised only if an agent exclusively connects to an internal adversary bidirectionally.
    • External adversaries cannot infer privacy if scrambling gain parameters are inaccessible.

    Conclusions:

    • The developed algorithm offers a robust solution for privacy preservation in MAS consensus control.
    • The system-theoretic analysis provides clear conditions for privacy guarantees.
    • Simulations validate the effectiveness of the proposed privacy-preserving approach.