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English(EN) WONDER: A Radio World Model-based Negotiation Framework for Multi-Agent UAV Coverage Optimization

WONDER框架利用无线世界模型优化多智能体无人机覆盖

研究人员开发了WONDER,一个新颖的框架,用于在地面基础设施受损的情况下,通过多智能体无人机(UAV)优化覆盖。WONDER利用基于联合嵌入预测架构(JEPA)的无线世界模型来预测潜在无人机轨迹对无线覆盖的影响。这种基于模型的方法促进了一个博弈过程,其中提案被排序并按顺序提交,从而在局部观测能力有限的情况下确保最优的群体覆盖。该框架在RadioDynamics仿真环境中进行了测试,取得了高平衡分数,并优于其他方法。 AI

影响 这项研究通过实现更高效和自适应的无人机群体运行,有可能改善灾难响应和通信弹性。

排序理由 该集群描述了一篇研究论文,详细介绍了一个新的无人机覆盖优化框架。

在 arXiv cs.MA (Multiagent) 阅读 →

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WONDER框架利用无线世界模型优化多智能体无人机覆盖

报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Jiahao Huang, Rongpeng Li, Zhifeng Zhao, Guoru Ding, Honggang Zhang ·

    WONDER:一种基于无线电世界模型的多智能体无人机覆盖优化谈判框架

    arXiv:2608.16955v1 Announce Type: cross Abstract: Post-disaster damage to terrestrial infrastructure can disrupt wireless coverage,while Uncrewed Aerial Vehicle (UAV) swarms provide a promising solution for rapid restoration.However, due to the limitations in local geometry obser…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Honggang Zhang ·

    WONDER:一种基于无线电世界模型的多智能体无人机覆盖优化谈判框架

    Post-disaster damage to terrestrial infrastructure can disrupt wireless coverage,while Uncrewed Aerial Vehicle (UAV) swarms provide a promising solution for rapid restoration.However, due to the limitations in local geometry observations hidden radio impact,and inter-UAV communic…