Trends and Challenges of Policy Verification for Intent-based Networking towards 6G

Dong Wang, Ruiran Su, Shenhu Zhang, Yanxia Xing
{"title":"Trends and Challenges of Policy Verification for Intent-based Networking towards 6G","authors":"Dong Wang, Ruiran Su, Shenhu Zhang, Yanxia Xing","doi":"10.1109/ICCCWorkshops55477.2022.9896717","DOIUrl":null,"url":null,"abstract":"Intent-based Networking (IBN) is geared towards the on -demand service requirements of future intelligent network full-service scenarios, providing personalized network services and differentiated service level agreement (SLA) for users. It is implemented based on autonomous networks, which requires to use Artificial Intelligent (AI) models to match appropriate services and resources to the network requirements proposed by users. To improve the reliability of matching policies by AI models in closed -loop autonomous networks, an open scheme is proposed for AI policy verification using digital twins. The scheme is tested and analyzed based on an open-source project platform. Finally, the technical evolution route and challenges of IBN AI policy verification based on digital twins is also discussed in this paper.","PeriodicalId":148869,"journal":{"name":"2022 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE/CIC International Conference on Communications in China (ICCC Workshops)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCCWorkshops55477.2022.9896717","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

Intent-based Networking (IBN) is geared towards the on -demand service requirements of future intelligent network full-service scenarios, providing personalized network services and differentiated service level agreement (SLA) for users. It is implemented based on autonomous networks, which requires to use Artificial Intelligent (AI) models to match appropriate services and resources to the network requirements proposed by users. To improve the reliability of matching policies by AI models in closed -loop autonomous networks, an open scheme is proposed for AI policy verification using digital twins. The scheme is tested and analyzed based on an open-source project platform. Finally, the technical evolution route and challenges of IBN AI policy verification based on digital twins is also discussed in this paper.
面向6G的基于意图的网络策略验证趋势与挑战
IBN (intention -based Networking)是面向未来智能网络全业务场景的随需应变业务需求,为用户提供个性化的网络服务和差异化的SLA (service level agreement)。它基于自治网络实现,需要使用人工智能(AI)模型将适当的服务和资源与用户提出的网络需求相匹配。为了提高闭环自治网络中人工智能模型匹配策略的可靠性,提出了一种利用数字孪生进行人工智能策略验证的开放方案。该方案在一个开源项目平台上进行了测试和分析。最后,讨论了基于数字孪生的IBN AI策略验证的技术演进路线和面临的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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