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天地算力网络中的异构资源协同博弈OACSCDCSTPCD

Heterogeneous resource cooperative game in space-ground computing power network

中文摘要英文摘要

为解决多卫星天地算力网络中的星间资源博弈,围绕计算、频谱域资源管理问题,设计了一种天地异构资源协同博弈机制.每颗卫星搭载一项计算任务,各任务间彼此独立,依赖用户设备从环境中获取原始数据,通过竞争网络中的计算/频谱资源实现数据卸载与计算.为提供高速数据服务,提出基于多智能体强化学习的分布式算法,以协调星间异构资源竞争,实现系统时延最小化.仿真表明,与现有方案相比,所提算法可获得更低的系统时延.

To deal with the resource competition among satellites in the multi-satellite space-ground computing network,a space-ground heterogeneous resource cooperative game mechanism was designed in terms of the computing and spec-trum domains.Each satellite published a computing task which was independent of other tasks and relied on UE to gen-erate raw data.By competing the resources of user terminals and UE,the task offloading and processing was achieved.To provide real-time data services,a distributed scheme was proposed based on multi-agent reinforcement learning to coor-dinate the computing and spectrum resource competition among satellites,thereby minimizing the system latency.Simu-lation results indicated that,compared with the existing schemes,the proposed algorithm achieves a lower system latency by fully utilizing the computing and spectrum resources and coordinating the resource competition.

张雨童;彭煜明;邸博雅;宋令阳

北京大学区域光纤通信网与新型光通信系统国家重点实验室,北京 100871北京大学区域光纤通信网与新型光通信系统国家重点实验室,北京 100871北京大学区域光纤通信网与新型光通信系统国家重点实验室,北京 100871北京大学区域光纤通信网与新型光通信系统国家重点实验室,北京 100871||北京大学深圳研究生院信息工程学院,广东 深圳 518055

电子信息工程

天地算力网络异构资源协同博弈多智能体强化学习

space-ground computing power networkheterogeneous resource cooperative gamemulti-agent reinforce-ment learning

《通信学报》 2023 (12)

车联网安全智能监测与管理理论方法研究

15-27,13

国家重点研发计划基金资助项目(No.2022YFE0111900)湖南省科技创新计划基金资助项目(No.2022RC4024)国家自然科学基金资助项目(No.62227809,No.61931019,No.62271012)北京市自然科学基金资助项目(No.L212027,No.4222005)The National Key Research and Development Program of China(No.2022YFE0111900),The Science and Technology Innovation Program of Hunan Province(No.2022RC4024),The National Natural Science Foundation of China(No.62227809,No.61931019,No.62271012),The Beijing Natural Science Foundation(No.L212027,No.4222005)

10.11959/j.issn.1000-436x.2023214

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