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Differentially Private Coordination of Second-Order Multi-Agent Systems Via Dynamic Encoding-Decoding

Authors: Wenjun Zhang; Yong Liang; Bing-Chang Wang;

Differentially Private Coordination of Second-Order Multi-Agent Systems Via Dynamic Encoding-Decoding

Abstract

This paper considers the privacy protection problems for distributed consensus of discrete-time second-order multiagent systems with limited communication channel capacity and partially measurable state. Differential privacy is applied to protect the sensitive information of agents. We proved that two initial state sets of a multi-agent system which satisfies δ-adjacent will export identical information with a certain probability, which means that adversaries will confuse them. In addition, each agent has its real-valued state but can only transmit limited digital signals because of communication constraints. In order to overcome this problem and the condition of partially measurable state, quantized communication method is utilized. Each agent can transmit only integer values to heighbors and estimate the neighbors’ real-valued state by dynamic encoding and decoding strategies. A differentially private consensus algorithm based on dynamic encoding-decoding scheme is proposed for discrete-time second-order multi-agent systems. Finally, we built some simulations to visualize our conclusions.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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