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

IF 4.1 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Wenliang Lin , Bohan Zhu , Minwei Liu , Ke Wang , Zhongliang Deng , Yicheng Liao , Yang Liu , Zexi Huang , Heng Kang , Yishan He , Shimin Zhong
{"title":"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","authors":"Wenliang Lin ,&nbsp;Bohan Zhu ,&nbsp;Minwei Liu ,&nbsp;Ke Wang ,&nbsp;Zhongliang Deng ,&nbsp;Yicheng Liao ,&nbsp;Yang Liu ,&nbsp;Zexi Huang ,&nbsp;Heng Kang ,&nbsp;Yishan He ,&nbsp;Shimin Zhong","doi":"10.1016/j.icte.2025.03.002","DOIUrl":null,"url":null,"abstract":"<div><div>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%.</div><div>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 (<span><span>http://creativecommons.org/licenses/by-nc-nd/4.0/</span><svg><path></path></svg></span>).</div></div>","PeriodicalId":48526,"journal":{"name":"ICT Express","volume":"11 2","pages":"Pages 228-234"},"PeriodicalIF":4.1000,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A novel radio resource allocation scheme for beam-hopping 6G satellite internet network based on graph mapping and generative adversarial network\",\"authors\":\"Wenliang Lin ,&nbsp;Bohan Zhu ,&nbsp;Minwei Liu ,&nbsp;Ke Wang ,&nbsp;Zhongliang Deng ,&nbsp;Yicheng Liao ,&nbsp;Yang Liu ,&nbsp;Zexi Huang ,&nbsp;Heng Kang ,&nbsp;Yishan He ,&nbsp;Shimin Zhong\",\"doi\":\"10.1016/j.icte.2025.03.002\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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%.</div><div>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 (<span><span>http://creativecommons.org/licenses/by-nc-nd/4.0/</span><svg><path></path></svg></span>).</div></div>\",\"PeriodicalId\":48526,\"journal\":{\"name\":\"ICT Express\",\"volume\":\"11 2\",\"pages\":\"Pages 228-234\"},\"PeriodicalIF\":4.1000,\"publicationDate\":\"2025-03-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ICT Express\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S240595952500030X\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ICT Express","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S240595952500030X","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0

摘要

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。
A novel radio resource allocation scheme for beam-hopping 6G satellite internet network based on graph mapping and generative adversarial network
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/).
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
ICT Express
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信