A novel radio resource allocation scheme for beam-hopping 6G satellite internet network based on graph mapping and generative adversarial network

IF 4.1 3区计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS

ICT Express Pub Date : 2025-03-11 DOI:10.1016/j.icte.2025.03.002

Wenliang Lin , Bohan Zhu , Minwei Liu , Ke Wang , Zhongliang Deng , Yicheng Liao , Yang Liu , Zexi Huang , Heng Kang , Yishan He , Shimin Zhong

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引用次数: 0

Abstract

In this letter, we are the first to focus on the issue of reliable and flexible radio resource allocation (RRA) for beam-hopping (BH) in satellite internet network (SIN). The main new challenges are accurate and dynamic radio resource modeling and high-efficiency RRA in high-dynamic scenarios. Therefore, we propose a novel RRA scheme for BH-SIN based on graph mapping and generative adversarial network (GAN). In our scheme, the characteristics of radio resources are first to be converted to graphical features. Then, the former RRA schemes are modeled as one of the adversarial objects, to adaptively optimize the next best solution to the changeable scenarios and situations. The simulation results show that the proposed RRA schemes improve the throughput and quality of service by 15% and 22%.

2018 The Korean Institute of Communications and Information Sciences. Publishing Services by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

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一种基于图映射和生成对抗网络的跳波束6G卫星互联网无线电资源分配新方案

在这封信中，我们首先关注了卫星互联网（SIN）中跳波束（BH）的可靠和灵活的无线电资源分配（RRA）问题。新的主要挑战是精确和动态的无线电资源建模和高动态场景下的高效RRA。因此，我们提出了一种新的基于图映射和生成对抗网络（GAN）的BH-SIN RRA方案。在我们的方案中，首先将无线电资源的特征转换为图形特征。然后，将之前的RRA方案建模为一个对抗对象，针对多变的场景和情况自适应优化下一个最优方案。仿真结果表明，提出的RRA方案可将吞吐量和服务质量分别提高15%和22% （2018）韩国通信与信息科学研究所。这是一篇基于CC by-nc-nd许可（http://creativecommons.org/licenses/by-nc-nd/4.0/）的开放获取文章。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

ICT Express Multiple-

CiteScore

10.20

自引率

1.90%

发文量

167

审稿时长

35 weeks

期刊介绍： The ICT Express journal published by the Korean Institute of Communications and Information Sciences (KICS) is an international, peer-reviewed research publication covering all aspects of information and communication technology. The journal aims to publish research that helps advance the theoretical and practical understanding of ICT convergence, platform technologies, communication networks, and device technologies. The technology advancement in information and communication technology (ICT) sector enables portable devices to be always connected while supporting high data rate, resulting in the recent popularity of smartphones that have a considerable impact in economic and social development.