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AoI-Aware Multiple Access for Unmanned Swarm Network: A Poisson Evolutionary Game Approach

  • Tsinghua University
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In the context of the space-air-ground integrated networks (SAGIN), unmanned swarms facilitate the collaborative operation of unmanned aerial vehicles (UAVs) to accomplish shared objectives through a decentralized ad hoc network architecture. However, the dynamic population size and topology of the unmanned swarm network (USNet) pose significant challenges for the design of multiple access mechanisms that aim to minimize the age of information (AoI). In this study, we introduce a Poisson evolutionary game (PEG) framework that models the population changes using a Poisson process and describes the strategic interactions between an individual and the population as an evolutionary process. We provide a mathematical characterization of the Evolutionary Stable Strategies (ESS) within this framework and theoretically analyze their existence under relatively mild conditions. Furthermore, we propose a replicator dynamic-based algorithm to address the game, and present numerical results that demonstrate the algorithm's convergence performance and elucidate the relationship between the game's design parameters and the ESS point. Index Terms-Multiple access game, unmanned swarm, age of information, evolutionary game, Poisson process.

源语言英语
主期刊名2024 IEEE/CIC International Conference on Communications in China, ICCC 2024
出版商Institute of Electrical and Electronics Engineers Inc.
2107-2112
页数6
ISBN(电子版)9798350378412
DOI
出版状态已出版 - 2024
活动2024 IEEE/CIC International Conference on Communications in China, ICCC 2024 - Hangzhou, 中国
期限: 7 8月 20249 8月 2024

出版系列

姓名2024 IEEE/CIC International Conference on Communications in China, ICCC 2024

会议

会议2024 IEEE/CIC International Conference on Communications in China, ICCC 2024
国家/地区中国
Hangzhou
时期7/08/249/08/24

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