Journal Home Online First Current Issue Archive For Authors Journal Information 中文版

Strategic Study of CAE >> 2023, Volume 25, Issue 6 doi: 10.15302/J-SSCAE-2023.06.004

Resource Management and Scheduling for Satellite Internet

1. Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China;

2. State Key Lab of Processors, Beijing 100190, China;

3. Beijing Key Laboratory of Mobile Computing and Pervasive Device, Beijing 100190, China;

4. School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing 100049, China

Funding project:National Key R&D Program of China (2020YFB1808004); Chinese Academy of Engineering project “Research on National Grain Security Strategy in the Context of Dual Circulation” (2022-XBZD-03) Received: 2023-08-03 Revised: 2023-12-08 Available online: 2023-12-22

Next Previous

Abstract

Supporting seamless global coverage, satellite Internet is an important expansion and extension of terrestrial communication systems, plays a key role in the space–air–ground integrated network, and acts as an important information infrastructure for building China's strength in cyberspace. Developing satellite Internet is of great strategic significance, and corresponding research on its resource management and scheduling is urgently needed. This study illustrates the fundamental concepts and international development frontiers of satellite Internet as well as the basic elements and research progress of satellite Internet resource management and scheduling, identifies the challenges imposed by the new environment and new modes of satellite Internet, and proposes the development strategies. Moreover, it designs a technical route for satellite Internet resource management, including the primary stages of satellite – ground network interconnection, integration of heterogeneous resources, intelligent on-demand service, and native intelligence. In addition, this study proposes the model and architecture of satellite Internet resource management and scheduling, and constructs a key technical system involving high spatio-temporal dynamic resource characterization, multi-dimensional resource time-continuum deterministic analysis, multi-dimensional time-varying capacity pool indexing, and intelligent decision planning. To realize the intelligent and efficient management and scheduling of satellite Internet resources, we should focus on the network characteristics such as resource heterogeneity, dynamic change of network structure, and differentiated service requirements, implement satellite Internet resource management and scheduling according to the optimized technical route, achieve breakthroughs regarding corresponding key technologies, and integrate artificial intelligence technologies into the resource management and scheduling.

Figures

图1

图2

图3

图4

图5

图6

图7

References

[ 1 ] 徐晖, 缪德山, 康绍莉, 等‍‍. 面向天地融合的卫星网络架构和传输关键技术 [J]‍. 天地一体化信息网络, 2020, 1(2): 2‒10‍.
Xu H, Miao D S, Kang S L, et al‍. Network architecture and key technologies for the integrated satellite and terrestrial mobile communication system [J]‍. Space-Integrated-Ground Information Networks, 2020, 1(2): 2‒10‍.

[ 2 ] 欧阳曼, 刘江, 廖新悦, 等‍. 新型网络架构发展研究 [J]‍. 中国工程科学, 2022, 24(4): 12‒21‍.
Ouyang M, Liu J, Liao X Y, et al‍. Development of novel network architectures [J]‍. Strategic Study of CAE, 2022, 24(4): 12‒21‍.

[ 3 ] 徐晖, 孙韶辉‍. 面向6G的天地一体化信息网络架构研究 [J]‍. 天地一体化信息网络, 2021, 2(4): 2‒9‍.
Xu H, Sun S H‍. Research on network architecture for the space-integrated-ground information network in 6G [J]‍. Space-Integrated-Ground Information Networks, 2021, 2(4): 2‒9‍.

[ 4 ] Su Y T, Liu Y Q, Zhou Y Q, et al‍. Broadband LEO satellite communications: Architectures and key technologies [J]‍. IEEE Wireless Communications, 2019, 26(2): 55‒61‍.

[ 5 ] 曹欢, 陈岩, 周一青, 等‍. 空天地网络确定性服务架构、挑战及关键技术 [J]‍. 西安电子科技大学学报, 2023, 50(3): 1‒18‍.
Cao H, Chen Y, Zhou Y Q, et al‍. Deterministic service of space-air-ground integrated networks: Architecture, challenges and key technologies [J]‍. Journal of Xidian University, 2023, 50(3): 1‒18‍.

[ 6 ] 王磊, 李德仁, 陈锐志, 等‍. 低轨卫星导航增强技术——机遇与挑战 [J]‍. 中国工程科学, 2020, 22(2): 144‒152‍.
Wang L, Li D R, Chen R Z, et al‍. Low earth orbiter (LEO) navigation augmentation: Opportunities and challenges [J]‍. Strategic Study of CAE, 2020, 22(2): 144‒152‍.

[ 7 ] 周一青, 李国杰‍. 未来移动通信系统中的通信与计算融合 [J]‍. 电信科学, 2018, 34(3): 1‒7‍.
Zhou Y Q, Li G J‍. Convergence of communication and computing in future mobile communication systems [J]‍. Telecommunications Science, 2018, 34(3): 1‒7‍.

[ 8 ] Zhou Y Q, Liu L, Wang L, et al‍. Service-aware 6G: An intelligent and open network based on the convergence of communication, computing and caching [J]‍. Digital Communications and Networks, 2020, 6(3): 253‒260‍.

[ 9 ] 崔新雨, 伍杰, 周一青, 等‍. 空天地一体化融合组网的挑战与关键技术 [J]‍. 西安电子科技大学学报, 2023, 50(1): 1‒11‍.
Cui X Y, Wu J, Zhou Y Q, et al‍. Challenges of and key technologies for the air ‒ space ‒ ground integrated network [J]‍. Journal of Xidian University, 2023, 50(1): 1‒11‍.

[10] 曹欢, 苏泳涛, 周一青, 等‍. 基于星地协同处理的资源管理技术研究 [J]‍. 高技术通讯, 2020, 30(12): 1205‒1214‍.
Cao H, Su Y T, Zhou Y Q, et al‍. Research on resource management technology based on satellite-ground collaborative processing [J]‍. Chinese High Technology Letters, 2020, 30(12): 1205‒1214‍.

[11] 梅强, 史楠, 李彦骁, 等‍. 天地一体化信息网络应用运营发展研究 [J]‍. 天地一体化信息网络, 2020, 1(2): 95‒102‍.
Mei Q, Shi N, Li Y X, et al‍. Research on application operation development of space-integrated-ground information network [J]‍. Space-Integrated-Ground Information Networks, 2020, 1(2): 95‒102‍.

[12] 赵雄文, 张钰, 秦鹏, 等‍. 空天地一体化无线光通信网络关键技术及其发展趋势 [J]‍. 电子学报, 2022, 50(1): 1‒17‍.
Zhao X W, Zhang Y, Qin P, et al‍. Key technologies and development trends for a space‒air‒ground integrated wireless optical communication network [J]‍. Acta Electronica Sinica, 2022, 50(1): 1‒17‍.

[13] 徐晓帆, 王妮炜, 高璎园, 等‍. 陆海空天一体化信息网络发展研究 [J]‍. 中国工程科学, 2021, 23(2): 39‒45‍.
Xu X F, Wang N W, Gao Y Y, et al‍. Development of land‒sea‒air‒space integrated information network [J]‍. Strategic Study of CAE, 2021, 23(2): 39‒45‍.

[14] 李峰, 禹航, 丁睿, 等‍. 我国空间互联网星座系统发展战略研究 [J]‍. 中国工程科学, 2021, 23(4): 137‒144‍.
Li F, Yu H, Ding R, et al‍. Development strategy of space Internet constellation system in China [J]‍. Strategic Study of CAE, 2021, 23(4): 137‒144‍.

[15] Jonathan´s Space Pages‍. Starlink launch statistics [EB/OL]‍. (2023-11-08)‍[2023-11-08]‍. https://planet4589‍.org/space/con/star/stats‍.html‍.

[16] "新基建"之中国卫星互联网产业发展研究白皮书 [EB/OL]‍. (2022-12-01)[2023-10-15]‍. https://n2‍.sinaimg‍.cn/tech/cbc3161f/20200528/SatelliteInternetWhitePaper‍.pdf‍.
White paper on the development of China´s satellite Internet industry in the "new infrastructure" [EB/OL]‍. (2022-12-01)‍[2023-10-15]‍. https://n2‍.sinaimg‍.cn/tech/cbc 3161f/20200528/SatelliteInternetWhitePaper‍.pdf‍.

[17] 李德仁, 张洪云, 金文杰‍. 新基建时代地球空间信息学的使命 [J]‍. 武汉大学学报 (信息科学版), 2022, 47(10): 1515‒1522‍.
Li D R, Zhang H Y, Jin W J‍. The mission of geo-spatial information science in new infrastructure era [J]‍. Geomatics and Information Science of Wuhan University, 2022, 47(10): 1515‒1522‍.

[18] 3GPP‍. Study on satellite access in 5G (TR22‍.822) [R]‍. Sophia Antipolis: 3GPP, 2018‍.

[19] 汪志斌, 王寒俏, 韩国骅‍. 卫星互联网发展与挑战 [J]‍. 上海信息化, 2021 (8): 24‒28‍.
Wang Z B, Wang H Q, Han G H‍. Development and challenge of satellite Internet [J]‍. Shanghai Informatization, 2021 (8): 24‒28‍.

[20] 张美蓉, 镐梦婷, 王闯, 等‍. 高低轨卫星异构网络资源管控策略与技术研究 [J]‍. 天地一体化信息网络, 2021, 2(4): 67‒74‍.
Zhang M R, Gao M T, Wang C, et al‍. Research on strategies and technologies for resource management and control of heterogeneous network of high and low orbit satellites [J]‍. Space-Integrated-Ground Information Networks, 2021, 2(4): 67‒74‍.

[21] 于晓艺‍. 低轨卫星协同网络无线资源管控与仿真关键技术研究 [D]‍. 北京: 北京邮电大学 (博士学位论文), 2022‍.
Yu X Y‍. Research on key technologies of radio resource management and simulation in LEO satellite cooperative network [D]‍. Beijing: Beijing University of Posts and Telecommunications (Doctoral dissertation), 2022‍.

[22] 廖新悦, 张然, 黄正璇, 等‍. 空间卫星网络组网与管控技术综述 [J]‍. 天地一体化信息网络, 2023, 4(3): 48‒58‍.
Liao X Y, Zhang R, Huang Z X, et al‍. Review on networking and control technologies of space satellite network [J]‍. Space-Integrated-Ground Information Networks, 2023, 4(3): 48‒58‍.

[23] Lee J, Kang S‍. Satellite over satellite (SOS) network: A novel architecture for satellite network [C]‍. Tel Aviv: Proceedings IEEE INFOCOM 2000, 2000‍.

[24] 李宁, 岳程斐, 郭海波, 等‍. 大规模卫星星群域管控策略设计 [J]‍. 中国空间科学技术, 2023, 43(1): 18‒28‍.
Li N, Yue C F, Guo H B, et al‍. Domain control strategy for the large-scale satellite cluster [J]‍. Chinese Space Science and Technology, 2023, 43(1): 18‒28‍.

[25] 张凤磊‍. 多层卫星网络系统接入选择技术研究 [D]‍. 西安: 西安电子科技大学 (硕士学位论文), 2020‍.
Zhang F L‍. Research on access selection technology of multilayer satellite network system [D]‍. Xi´an: Xidian University (Master´s thesis), 2020‍.

[26] 徐炎, 崔司千‍. 多层卫星网络资源混合优化策略 [J]‍. 无线电工程, 2020, 50(8): 711‒716‍.
Xu Y, Cui S Q‍. A resource combined optimization algorithm for STDMA MAC protocols in multi-layer satellite networks [J]‍. Radio Engineering, 2020, 50(8): 711‒716‍.

[27] 刘润滋, 马天赐, 吴伟华, 等‍. 基于分层强化学习的中继卫星网络任务动态调度方法 [J]‍. 通信学报, 2023, 44(7): 207‒217‍.
Liu R Z, Ma T C, Wu W H, et al‍. Dynamic task scheduling method for relay satellite networks based on hierarchical reinforcement learning [J]‍. Journal on Communications, 2023, 44(7): 207‒217‍.

[28] Chen Y, Cao H, Zhou Y Q, et al‍. A GCN-GRU based end-to-end LEO satellite network dynamic topology prediction method [C]‍. Glasgow: 2023 IEEE Wireless Communications and Networking Conference (WCNC), 2023‍.

[29] Zhang P, Wang X H, Ma Z G, et al‍. An online power allocation algorithm based on deep reinforcement learning in multibeam satellite systems [J]‍. International Journal of Satellite Communications and Networking, 2020, 38(5): 450‒461‍.

[30] 杨丹, 刘江, 张然, 等‍. 基于SDN的卫星通信网络: 现状、机遇与挑战 [J]‍. 天地一体化信息网络, 2020, 1(2): 34‒41‍.
Yang D, Liu J, Zhang R, et al‍. SDN-based satellite networks: Progress, opportunities and challenges [J]‍. Space-Integrated-Ground Information Networks, 2020, 1(2): 34‒41‍.

[31] 李文璟, 喻鹏, 张平‍. 6G智能内生网络架构及关键技术分析 [J]‍. 中兴通讯技术, 2023, 29(5): 2‒8‍.
Li W J, Yu P, Zhang P‍. Architecture and key technologies of 6G intelligent endogenous network [J]‍. ZTE Technology Journal, 2023, 29(5): 2‒8‍.

[32] Wang Y Q, Li Y, Shi Q J, et al‍. ENGNN: A general edge-update empowered GNN architecture for radio resource management in wireless networks [J]‍. IEEE Transactions on Wireless Communications, 2023 (99): 1‍.

[33] Li Y, Chen Z L, Wang Y Q, et al‍. Heterogeneous transformer: A scale adaptable neural network architecture for device activity detection [J]‍. IEEE Transactions on Wireless Communications, 2023, 22(5): 3432‒3446‍.

[34] 李德仁, 丁霖, 邵振峰‍. 面向实时应用的遥感服务技术 [J]‍. 遥感学报, 2021, 25(1): 15‒24‍.
Li D R, Ding L, Shao Z F‍. Application-oriented real-time remote sensing service technology [J]‍. National Remote Sensing Bulletin, 2021, 25(1): 15‒24‍.

[35] 张然, 刘江, 杨丹, 等‍. 基于软件定义网络的卫星通信网络综述 [J]‍. 数据与计算发展前沿, 2020, 2(3): 3‒17‍.
Zhang R, Liu J, Yang D, et al‍. A survey on satellite networks based on software-defined networking [J]‍. Frontiers of Data & Computing, 2020, 2(3): 3‒17‍.

[36] 李红艳, 张焘, 张靖乾, 等‍. 基于时变图的天地一体化网络时间确定性路由算法与协议 [J]‍. 通信学报, 2020, 41(10): 116‒129‍.
Li H Y, Zhang T, Zhang J Q, et al‍. Time deterministic routing algorithm and protocol based on time-varying graph over the space-ground integrated network [J]‍. Journal on Communications, 2020, 41(10): 116‒129‍.

[37] Kipf T N, Welling M‍. Semi-supervised classification with graph convolutional networks [EB/OL]‍. (2016-09-09)[2023-10-15]‍. https://arxiv‍.org/abs/1609‍.02907‍.

[38] Veličković P, Cucurull G, Casanova A, et al‍. Graph attention networks [EB/OL]‍. (2017-10-30)[2023-10-15]‍. https://arxiv‍.org/abs/1710‍.10903‍.

[39] Hou Y N, Liu L F, Wei Q, et al‍. A novel DDPG method with prioritized experience replay [C]‍. Banff: 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2017‍.

Related Research