分布式广义纳什均衡寻求:基于事件触发的编码-解码安全通信

IF 7.3 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Science China Information Sciences Pub Date : 2024-06-27 DOI:10.1007/s11432-023-4009-4
Shaofu Yang, Wenying Xu, Wangli He, Jinde Cao
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引用次数: 0

摘要

本文考虑的是强单调博弈中的分布式广义纳什均衡(GNE)寻求问题。博弈者之间的传输是通过带宽有限的数字通信网络实现的。为了提高通信效率或/和安全性,我们首先提出了一种基于事件触发的编码-解码通信,即首先将数据(决策变量)映射到一系列有限级编码词,只有当事件条件满足时,才将数据发送给相邻的代理。此外,还相应地构建了一种分布式通信高效 GNE 寻优算法,并进一步考虑了过度松弛方案。通过基元-二元分析,证明了所提出的算法通过将其重铸为不精确的前向-后向迭代,可以收敛到具有固定步长的变分 GNE。最后,数值模拟说明了所提算法在节省通信资源方面的优势。
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Distributed generalized Nash equilibrium seeking: event-triggered coding-decoding-based secure communication

In this paper, we consider the distributed generalized Nash equilibrium (GNE) seeking problem in strongly monotone games. The transmission among players is implemented through a digital communication network with limited bandwidth. For improving communication efficiency or/and security, an event-triggered coding-decoding-based communication is first proposed, where the data (decision variable) are first mapped to a series of finite-level codewords and, only when an event condition is satisfied, then sent to the neighboring agents. Moreover, a distributed communication-efficient GNE seeking algorithm is constructed accordingly, and the overrelaxation scheme is further taken into consideration. Through primal-dual analysis, the proposed algorithm is proven to converge to a variational GNE with fixed step-sizes by recasting it as an inexact forward-backward iteration. Finally, numerical simulations illustrate the benefit of the proposed algorithms in terms of saving communication resources.

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来源期刊
Science China Information Sciences
Science China Information Sciences COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
12.60
自引率
5.70%
发文量
224
审稿时长
8.3 months
期刊介绍: Science China Information Sciences is a dedicated journal that showcases high-quality, original research across various domains of information sciences. It encompasses Computer Science & Technologies, Control Science & Engineering, Information & Communication Engineering, Microelectronics & Solid-State Electronics, and Quantum Information, providing a platform for the dissemination of significant contributions in these fields.
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