Differentially Private Mean-Square Output Consensus for Heterogeneous Multiagent Systems: An Asynchronous Sampled-Data Interactions Scheme

This article investigates the problem of privacy-preserving average consensus for continuous-time heterogeneous multiagent systems with intermittent information transfer under asynchronous sampled-data interactions. To address the challenges posed by agent-specific asynchronous sampled-data and time-varying communication delays, a time-translation approach incorporating a shared sampling period strategy is introduced, effectively transforming the asynchronous problem into a synchronous framework. Next, integrated distributed hybrid controller with time-varying noise injection is designed, enabling agents to interact with sensitive information only at sampling instants, thereby preserving privacy while maintaining trajectory availability. Then, the time-varying step-size and noise parameters, which are tunable parameters of the dual control mechanism corresponding to the desired ε-differential privacy budget and system convergence accuracy are proposed, and the trade-off between control performance and privacy preservation is thoroughly analyzed. It is shown that the proposed protocol achieves asymptotically unbiased mean-square output consensus with predefined accuracy and privacy budget. Numerical examples validate the theoretical results.

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Publication Details

Journal
IEEE Transactions on Information Forensics and Security
Published
2025-01-01
DOI
https://doi.org/10.1109/tifs.2025.3613051
Citations
2
Primary Topic
Distributed systems and fault tolerance
Type
article
Field-Weighted Citation Impact
2.97
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article

Differentially Private Mean-Square Output Consensus for Heterogeneous Multiagent Systems: An Asynchronous Sampled-Data Interactions Scheme

Jianwei Xia, Ju H. Park, Guoliang Chen, Lingyu Wang et al.
2 citations
IEEE Transactions on Information Forensics and Security
Distributed systems and fault tolerance
2.97
article

Differentially Private Mean-Square Output Consensus for Heterogeneous Multiagent Systems: An Asynchronous Sampled-Data Interactions Scheme

Jianwei Xia, Ju H. Park, Guoliang Chen, Lingyu Wang, Te Yang
article en
2 citations

Abstract

This article investigates the problem of privacy-preserving average consensus for continuous-time heterogeneous multiagent systems with intermittent information transfer under asynchronous sampled-data interactions. To address the challenges posed by agent-specific asynchronous sampled-data and time-varying communication delays, a time-translation approach incorporating a shared sampling period strategy is introduced, effectively transforming the asynchronous problem into a synchronous framework. Next, integrated distributed hybrid controller with time-varying noise injection is designed, enabling agents to interact with sensitive information only at sampling instants, thereby preserving privacy while maintaining trajectory availability. Then, the time-varying step-size and noise parameters, which are tunable parameters of the dual control mechanism corresponding to the desired ε-differential privacy budget and system convergence accuracy are proposed, and the trade-off between control performance and privacy preservation is thoroughly analyzed. It is shown that the proposed protocol achieves asymptotically unbiased mean-square output consensus with predefined accuracy and privacy budget. Numerical examples validate the theoretical results.

IEEE Transactions on Information Forensics and SecurityVol. 20
Liaocheng University (CN), Yeungnam University (KR)
Openalex Percentile: Top 7%
Distributed systems and fault tolerance
2.97
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Differentially Private Mean-Square Output Consensus for Heterogeneous Multiagent Systems: An Asynchronous Sampled-Data Interactions Scheme — Jianwei Xia, Ju H. Park, et al. · IEEE Transactions on Information Forensics and Security (2025) | TGRS Research Map | TGRS