天基算力网络关键技术综述

张丁允; 董涛; 刘志慧; 邸航; 张启维; 魏硕彤

doi:10.11959/j.issn.1000-0801.2025035

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天基算力网络关键技术综述

综述 | 更新时间：2026-01-09

- 天基算力网络关键技术综述
- Review of Key Technologies in Space-Based Computing Power Networks
- 天地一体化信息网络 2025年6卷第4期页码：9-26
- 作者机构：
  
  1.航天恒星科技有限公司空间信息体系与融合应用全国重点实验室，北京100095
  2.北京卫星信息工程研究所，北京100095
- 作者简介：
  
  [ "张丁允（2000- ），女，主要从事卫星通信与卫星网络等方面的研究工作。" ]
  [ "董涛（1975- ），男，博士，研究员，主要从事卫星通信与卫星网络等方面的研究工作。" ]
  [ "刘志慧（1989- ），女，博士，研究员，主要从事卫星通信与卫星网络等方面的研究工作。" ]
  [ "邸航（1996- ），男，博士生，主要从事卫星通信与卫星网络等方面的研究工作。" ]
  [ "张启维（1995- ），男，博士，主要从事卫星通信与卫星网络等方面的研究工作。" ]
  [ "魏硕彤（2000- ），男，主要研究方向为卫星通信网络。" ]
- 基金信息：
  
  国家自然科学基金资助项目(62331027);国家重点研发计划(2024YFB2907301);中国科协青年人才托举工程(2022QNRC001)
- DOI：10.11959/j.issn.1000-0801.2025035
  中图分类号： TN929
- 收稿：2025-05-20，
  
  修回：2025-07-24，
  
  纸质出版：2025-12-20
- 稿件说明：
移动端阅览
张丁允,董涛,刘志慧等.天基算力网络关键技术综述[J].天地一体化信息网络,2025,06(04):9-26.

ZHANG Dingyun,DONG Tao,LIU Zhihui,et al.Review of Key Technologies in Space-Based Computing Power Networks[J].Space-Integrated-Ground Information Networks,2025,06(04):9-26.
张丁允,董涛,刘志慧等.天基算力网络关键技术综述[J].天地一体化信息网络,2025,06(04):9-26. DOI： 10.11959/j.issn.1000-0801.2025035.

ZHANG Dingyun,DONG Tao,LIU Zhihui,et al.Review of Key Technologies in Space-Based Computing Power Networks[J].Space-Integrated-Ground Information Networks,2025,06(04):9-26. DOI： 10.11959/j.issn.1000-0801.2025035.

摘要

天基算力网络通过算力节点组网实现星载算力资源的连通与统一调度，从而实现星上计算任务的高效处理，展现了极大的应用潜力和理论研究价值。首先，对天基算力网络的概念、现状及面临的主要挑战进行了系统总结；随后，重点分析了天基算力网络的3项关键技术——网络架构、算力度量及路由和计算任务卸载优化，并探讨其研究进展及存在的挑战；最后，对天基算力网络未来研究的发展方向进行展望。

Abstract

The space-based computing power networks (S-CPN) achieve the connectivity and unified scheduling of on-board computing resources through the networking of computing nodes. This enables the efficient processing of on-board computing tasks

demonstrating significant application potential and theoretical research value.This paper provides a systematic review of the key technologies of S-CPN. Firstly

the concept

current status

and main challenges of S-CPN are systematically summarized. Subsequently

three critical technologies of S-CPN are analyzed in detail: network architecture

computing power measurement and routing

and computing task offloading optimization

along with their research progress and existing challenges. Finally

the future research directions of S-CPN are prospected.

关键词

Keywords

references

方海 , 赵扬 , 王显煜 , 等 . 6G时代卫星算力网络发展思考 [J ] . 空间电子技术 , 2023 , 20 ( 2 ): 8 - 14 .

FANG H , ZHAO Y , WANG X Y , et al . Thoughts on the development of satellite computing power network in 6G era [J ] . Space Electronic Technology , 2023 , 20 ( 2 ): 8 - 14 .

虞志刚 , 冯旭 , 陆洲 , 等 . 宇航级处理器发展现状与趋势 [J ] . 天地一体化信息网络 , 2023 , 4 ( 1 ): 50 - 58 .

YU Z G , FENG X , LU Z , et al . Development status and trends of space processor [J ] . Space-Integrated-Ground Information Networks , 2023 , 4 ( 1 ): 50 - 58 .

SUN Y K , LEI B , LIU J L , et al . Computing power network: a survey [J ] . China Communications , 2024 , 21 ( 9 ): 109 - 145 .

许曰强 . 移动边缘算力网络中的资源管理技术研究 [D ] . 北京 : 北京邮电大学 , 2024 .

XU Y Q . Research on resource management technology in mobile edge computing power network [D ] . Beijing : Beijing University of Posts and Telecommunications , 2024 .

李少鹤 , 李泰新 , 周旭 . 算力网络：以网络为中心的融合资源供给 [J ] . 中兴通讯技术 , 2021 , 27 ( 3 ): 29 - 34 .

LI S H , Ll T X , ZHOU X . Computing power network: a network-centric supply paradigm for integrated resources [J ] . ZTE Communications , 2021 , 27 ( 3 ): 29 - 34 .

郭凤仙 , 孙耀华 , 彭木根 . 6G算力网络：体系架构与关键技术 [J ] . 无线电通信技术 , 2023 , 49 ( 1 ): 21 - 30 .

GUO F X , SUN Y H , PENG M G . Computing force networks in 6G: architecture and key technologies [J ] . Radio Communications Technology , 2023 , 49 ( 1 ): 21 - 30 .

丁春涛 , 曹建农 , 杨磊 , 等 . 边缘计算综述:应用、现状及挑战 [J ] . 中兴通讯技术 , 2019 , 25 ( 3 ): 2 - 7 .

DING C T , CAO J N , YANG L , et al . Edge computing: applications, state-of-the-art and challenges [J ] . ZTE Communications , 2019 , 25 ( 3 ): 2 - 7 .

LI Y J , WANG M , HWANG K , et al . LEO satellite constellation for global-scale remote sensing with on-orbit cloud AI computing [J ] . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2023 , 16 : 9369 - 9381 .

DRENTHE N T , ZANDBERGEN B T C , CURRAN R , et al . Cost estimating of commercial smallsat launch vehicles [J ] . Acta Astronautica , 2019 , 155 : 160 - 169 .

SIPPEL M , STAPPERT S , KOCH A . Assessment of multiple mission reusable launch vehicles [J ] . Journal of Space Safety Engineering , 2019 , 6 ( 3 ): 165 - 180 .

邹诚 . 低轨卫星通信系统频谱兼容技术研究 [D ] . 北京：中国科学院大学 , 2023 .

ZOU C . Spectrum compatibility study for low earth orbit satellite communication system [D ] . Bejing : University of Chinese Academy of Sciences . 2023 .

GIUFFRIDA G , FANUCCI L , MEONI G , et al . The Φ-sat-1 mission: the first on-board deep neural network demonstrator for satellite earth observation [J ] . IEEE Transactions on Geoscience and Remote Sensing , 2021 , 60 : 5517414 .

张雨童 , 彭煜明 , 邸博雅 , 等 . 天地算力网络中的异构资源协同博弈 [J ] . 通信学报 , 2023 , 44 ( 12 ): 15 - 27 .

ZHANG Y T , PENG Y M , Dl B Y , et al . Heterogeneous resource cooperative game in space-ground computing power network [J ] . Journal on Communications , 2023 , 44 ( 12 ): 15 - 27 .

SVIGELJ A , MOHORCIC M , KANDUS G , et al . Routing in ISL networks considering empirical IP traffic [J ] . IEEE Journal on Selected Areas in Communications , 2004 , 22 ( 2 ): 261 - 272 .

李逸博 , 李小平 , 王爽 , 等 . 面向算力网络的智慧调度综述 [J ] . 自动化学报 , 2024 , 50 ( 6 ): 1086 - 1103 .

LI Y B , LI X P , WANG S , et al . Survey on wise scheduling in computing power network [J ] . IEEE/CAA Journal of Automatica Sinica , 2024 , 50 ( 6 ): 1086 - 1103 .

ZHANG Y M , FENG B H , TIAN A , et al . Task offloading control and customized workload scheduling in multi-layer cloud networks [J ] . IEEE Transactions on Network and Service Management , 2023 , 21 ( 1 ): 714 - 728 .

XU X L , ZHANG X , LIU X H , et al . Adaptive computation offloading with edge for 5G-envisioned Internet of connected vehicles [J ] . IEEE Transactions on Intelligent Transportation Systems , 2020 , 22 ( 8 ): 5213 - 5222 .

JIANG K H , NI H , HAN R , et al . An improved multi-objective grey wolf optimizer for dependent task scheduling in edge computing [J ] . International Journal of Innovative Computing Information and Control , 2019 , 15 ( 6 ): 2289 - 2304 .

JAIN S , KUMAR A , MANDAL S , et al . B4 [J ] . ACM SIGCOMM Computer Communication Review , 2013 , 43 ( 4 ): 3 - 14 .

赵倩颖 , 邢文娟 , 雷波 , 等 . 一种基于域名解析机制的算力网络实现方案 [J ] . 电信科学 , 2021 , 37 ( 10 ): 86 - 92 .

ZHAO Q Y , XING W J , LEI B , et al . A solution of computing power network based on domain name resolution [J ] . Telecommunication Science , 2021 , 37 ( 10 ): 86 - 92 .

GHOSH P , NGUYEN Q , SAKULKAR P , et al . Jupiter: a networked computing architecture [J ] . arXiv . 1912 . 10643 , 2019 .

KAMRAN K , YEH E , MA Q . DECO: joint computation scheduling, caching, and communication in data-intensive computing networks [J ] . IEEE/ACM Transactions on Networking , 2021 , 30 ( 3 ): 1058 - 1072 .

RENL B , GUO D K , TANG G M , et al . SRUF: low-latency path routing with SRv6 underlay federation in wide area network [C ] // Proceedings of the 2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS) . Piscataway : IEEE Press , 2021 : 910 - 920 .

LIU B , MAO J W , XU L , et al . CFN-dyncast: load balancing the edges via the network [C ] // Proceedings of the 2021 IEEE Wireless Communications and Networking Conference Workshops (WCNCW) . Piscataway : IEEE Press , 2021 : 1 - 6 .

BANNOUR F , SOUIHI S , MELLOUK A . Distributed SDN control: survey, taxonomy, and challenges [J ] . IEEE Communications Surveys & Tutorials , 2017 , 20 ( 1 ): 333 - 354 .

李铭轩 , 曹畅 , 杨建军 . 基于可编程网络的算力调度机制研究 [J ] . 中兴通讯技术 , 2021 , 27 ( 3 ): 18 - 22 .

Ll M X , CAO C , YANG J J . Computing power scheduling mechanism based on programmable network [J ] . ZTE Communications , 2021 , 27 ( 3 ): 18 - 22 .

CASADO M , GARFINKEL T , AKELLA A , et al . SANE: a protection architecture for enterprise networks [C ] // 15th USENIX Security Symposium , 2006 : 137 - 151 .

ZHANG H B , WANG Z X , LIU K J . V2X offloading and resource allocation in SDN-assisted MEC-based vehicular networks [J ] . China Communications , 2020 , 17 ( 5 ): 266 - 283 .

JI X F , XU W Q , ZHANG C W , et al . A three-level routing hierarchy in improved SDN-MEC-VANET architecture [C ] // Proceedings of the 2020 IEEE Wireless Communications and Networking Conference (WCNC) . Piscataway : IEEE Press , 2020 : 1 - 7 .

FENG B H , ZHOU H C , ZHANG H K , et al . HetNet: a flexible architecture for heterogeneous satellite-terrestrial networks [J ] . IEEE Network , 2017 , 31 ( 6 ): 86 - 92 .

LIU J J , SHI Y P , FADLULLAH Z M , et al . Space-air-ground integrated network: a survey [J ] . IEEE Communications Surveys & Tutorials , 2018 , 20 ( 4 ): 2714 - 2741 .

FENG B H , CUI Z W , HUANG Y X , et al . Elastic resilience for software-defined satellite networking: challenges, solutions, and open issues [J ] . IT Professional , 2020 , 22 ( 6 ): 39 - 45 .

JIANG W W . Software defined satellite networks: a survey [J ] . Digital Communications and Networks , 2023 , 9 ( 6 ): 1243 - 1264 .

WANG G D , ZHAO Y X , HUANG J , et al . The controller placement problem in software defined networking: a survey [J ] . IEEE Network , 2017 , 31 ( 5 ): 21 - 27 .

PAPA A , DE COLA T , VIZARRETA P , et al . Dynamic SDN controller placement in a LEO constellation satellite network [C ] // Proceedings of the 2018 IEEE Global Communications Conference (GLOBECOM) . Piscataway : IEEE Press , 2018 : 206 - 212 .

CHANG C , LIU Y , WANG Y M . Failure-based multi-controller placement in software defined satellite networking [C ] // Proceedings of the 2021 IEEE International Conference on Communications Workshops (ICC Workshops) . Piscataway : IEEE Press , 2021 : 1 - 6 .

陈金涛 , 梁俊 , 郭子桢 , 等 . 软件定义卫星网络多控制器部署策略 [J ] . 西安电子科技大学学报 , 2022 , 49 ( 3 ): 59 - 67 .

CHEN J T , LlANG J , GUO Z Z , et al . Research on deployment strategy of multiple controllers in the software-defined satellite network [J ] . Journal of Xidian University , 2022 , 49 ( 3 ): 59 - 67 .

郭子桢 , 梁俊 , 肖楠 , 等 . 软件定义卫星网络多控制器可靠部署算法 [J ] . 西安交通大学学报 , 2021 , 55 ( 2 ): 158 - 165 .

GUO Z Z , LlANG J , XlAO N , et al . Multi-controller reliable deployment algorithm for software defined satellite network [J ] . Journal of Xi'an Jiaotong University , 2021 , 55 ( 2 ): 158 - 165 .

JI S J , ZHOU D , SHENG M , et al . Mega satellite constellation system optimization: from a network control structure perspective [J ] . IEEE Transactions on Wireless Communications , 2021 , 21 ( 2 ): 913 - 927 .

PAPA A , DE COLA T , VIZARRETA P , et al . Design and evaluation of reconfigurable SDN LEO constellations [J ] . IEEE Transactions on Network and Service Management , 2020 , 17 ( 3 ): 1432 - 1445 .

CHEN L , TANG F L , LI X . Mobility- and load-adaptive controller placement and assignment in LEO satellite networks [C ] // Proceedings of the IEEE INFOCOM 2021 - IEEE Conference on Computer Communications . Piscataway : IEEE Press , 2021 : 1 - 10 .

WU H , YAN J , LU J H . FlowTrace: maximizing the service payoff of heterogeneous communications networks [J ] . IEEE Transactions on Network Science and Engineering , 2020 , 7 ( 4 ): 2481 - 2493 .

MAO Q , HU F , HAO Q . Deep learning for intelligent wireless networks: a comprehensive survey [J ] . IEEE Communications Surveys & Tutorials , 2018 , 20 ( 4 ): 2595 - 2621 .

LI T X , ZHOU H C , LUO H B , et al . SAT-FLOW: multi-strategy flow table management for software defined satellite networks [J ] . IEEE Access , 2017 , 5 : 14952 - 14965 .

吴昊 , 王帅 , 邓献策 , 等 . 面向天地一体化信息网络的星载交换技术发展现状与趋势 [J ] . 天地一体化信息网络 , 2021 , 2 ( 2 ): 2 - 10 .

WU H , WANG S , DENG X C , et al . On-board switching for space-integrated-ground information network: progress and trends [J ] . Space-Integrated-Ground Information Networks , 2021 , 2 ( 2 ): 2 - 10 .

NGUYEN X N , SAUCEZ D , BARAKAT C , et al . OFFICER: a general optimization framework for OpenFlow rule allocation and endpoint policy enforcement [C ] // Proceedings of the 2015 IEEE Conference on Computer Communications (INFOCOM) . Piscataway : IEEE Press , 2015 : 478 - 486 .

LI W J , LI X F , LI H , et al . CutSplit: a decision-tree combining cutting and splitting for scalable packet classification [C ] // Proceedings of the IEEE INFOCOM 2018 - IEEE Conference on Computer Communications . Piscataway : IEEE Press , 2018 : 2645 - 2653 .

VAMANAN B , VOSKUILEN G , VIJAYKUMAR T N . EffiCuts [J ] . ACM SIGCOMM Computer Communication Review , 2010 , 40 ( 4 ): 207 - 218 .

DALY J , TORNG E . TupleMerge: building online packet classifiers by omitting bits [C ] // Proceedings of the 2017 26th International Conference on Computer Communication and Networks (ICCCN) . Piscataway : IEEE Press , 2017 : 1 - 10 .

乔楚 . 算力度量与算网资源调度思路分析 [J ] . 通信技术 , 2022 , 55 ( 9 ): 1165 - 1170 .

QIAO C . Analysis of the computing power measurement and resource scheduling on CPN [J ] . Communications Technology , 2022 , 55 ( 9 ): 1165 - 1170 .

柴若楠 , 郜帅 , 兰江雨 , 等 . 算力网络中高效算力资源度量方法 [J ] . 计算机研究与发展 , 2023 , 60 ( 4 ): 763 - 771 .

CHAI R N , GAO S , LAN J Y , et al . Efficient computing resource metric method in computing-first network [J ] . Journal of Computer Research and Development , 2023 , 60 ( 4 ): 763 - 771 .

杜宗鹏 , 李志强 , 陆璐 . 算力网络四面三级算力度量技术体系 [J ] . 中兴通讯技术 , 2023 , 29 ( 4 ): 8 - 13 .

DU Z P , LI Z Q , LU L . Three-level and four-aspect computing measurement system in computing force network [J ] . ZTE Communications , 2023 , 29 ( 4 ): 8 - 13 .

中国电子技术标准化研究院 . 计算中心有效算力评测体系白皮书 [R ] . 2022 .

CHINA Electronics Standardization Institute . White paper on the effective computing power evaluation system of the computing center [R ] . 2022 .

张佳鑫 , 常朝阳 , 张易隆 , 等 . 巨型星座路由技术综述 [J ] . 天地一体化信息网络 , 2024 , 5 ( 1 ): 2 - 13 .

ZHANG J X , CHANG Z Y , ZHANG Y L , et al . Survey on routing technology of mega constellation [J ] . Space-Integrated-Ground Information Networks , 2024 , 5 ( 1 ): 2 - 13 .

BATES T , CHANDRA R , KATZ D , et al . RFC 4760: Multiprotocol extensions for BGP-4 [M ] . RFC Editor , 2007 .

李开祥 . 算力网络资源感知与通告策略研究 [D ] . 北京 : 北京邮电大学 , 2024 .

LI K X . Research on resource awareness and notification strategies in computing power network [D ] . Beijing : Beijing University of Posts and Telecommunications , 2024 .

BATTULA S K , GARG S , MONTGOMERY J , et al . An efficient resource monitoring service for fog computing environments [J ] . IEEE Transactions on Services Computing , 2020 , 13 ( 4 ): 709 - 722 .

黄光平 , 史伟强 , 谭斌 . 基于SRv6的算力网络资源和服务编排调度 [J ] . 中兴通讯技术 , 2021 , 27 ( 3 ): 23 - 28 .

HUANG G P , SHI W Q , TAN B . Computing power network resources based on SRv6 and its service arrangement and scheduling [J ] . ZTE Communications , 2021 , 27 ( 3 ): 23 - 28 .

ZHANG Q , ZHANG Y , ZHANG S K , et al . Task scheduling algorithm based on computing-aware in mobile Ad hoc cloud [C ] // Proceedings of the 2022 19th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON) . Piscataway : IEEE Press , 2022 : 470 - 478 .

HAN Z Z , XU C , ZHAO G F , et al . Time-varying topology model for dynamic routing in LEO satellite constellation networks [J ] . IEEE Transactions on Vehicular Technology , 2023 , 72 ( 3 ): 3440 - 3454 .

LIU J , LUO R Z , HUANG T , et al . A load balancing routing strategy for LEO satellite network [J ] . IEEE Access , 2020 , 8 : 155136 - 155144 .

CHEN L , TANG F L , LI Z T , et al . Time-varying resource graph based resource model for space-terrestrial integrated networks [C ] // Proceedings of the IEEE INFOCOM 2021 - IEEE Conference on Computer Communications . Piscataway : IEEE Press , 2021 : 1 - 10 .

苏安 , 刘乃金 , 陈清霞 , 等 . 一种基于计算资源度的星间路由协议 [J ] . 中国空间科学技术 , 2023 , 43 ( 3 ): 134 - 143 .

SU A , LIU N J , CHEN Q X , et al . An inter satellite routing protocol based on computing resource degree [J ] . Chinese Space Science and Technology , 2023 , 43 ( 3 ): 134 - 143 .

潘成胜 , 贾亚茹 , 蔡睿妍 , 等 . 基于MPLS的空间信息网络路由策略 [J ] . 计算机工程 , 2019 , 45 ( 3 ): 85 - 90 .

PAN C S , JIA Y R , CAI R Y , et al . Routing strategy for spatial information network based on MPLS [J ] . Computer Engineering , 2019 , 45 ( 3 ): 85 - 90 .

RABJERG J W , LEYVA-MAYORGA I , SORET B , et al . Exploiting topology awareness for routing in LEO satellite constellations [C ] // Proceedings of the 2021 IEEE Global Communications Conference (GLOBECOM) . Piscataway : IEEE Press , 2021 : 1 - 6 .

ZUO P L , WANG C , YAO Z , et al . An intelligent routing algorithm for LEO satellites based on deep reinforcement learning [C ] // Proceedings of the 2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall) . Piscataway : IEEE Press , 2021 : 1 - 5 .

ZHOU H , JIANG K , LIU X X , et al . Deep reinforcement learning for energy-efficient computation offloading in mobile-edge computing [J ] . IEEE Internet of Things Journal , 2022 , 9 ( 2 ): 1517 - 1530 .

WAQAR N , ALI HASSAN S , MAHMOOD A , et al . Computation offloading and resource allocation in MEC-enabled integrated aerial-terrestrial vehicular networks: a reinforcement learning approach [J ] . IEEE Transactions on Intelligent Transportation Systems , 2022 , 23 ( 11 ): 21478 - 21491 .

YANG X , FANG H , GAO Y , et al . Computation offloading and resource allocation based on P-DQN in LEO satellite edge networks [J ] . Sensors , 2023 , 23 ( 24 ): 9885 .

WU H N , YANG X M , BU Z Y . Task offloading with service migration for satellite edge computing: a deep reinforcement learning approach [J ] . IEEE Access , 2024 , 12 : 25844 - 25856 .

HUANG J F , YANG Y , LEE J , et al . Deep reinforcement learning-based resource allocation for RSMA in LEO satellite-terrestrial networks [J ] . IEEE Transactions on Communications , 2024 , 72 ( 3 ): 1341 - 1354 .

LI H , YU J Y , CAO L L , et al . Multi-agent reinforcement learning based computation offloading and resource allocation for LEO Satellite edge computing networks [J ] . Computer Communications , 2024 , 222 : 268 - 276 .

ZHANG W Q , ZHANG G L , MAO S W . Joint parallel offloading and load balancing for cooperative-MEC systems with delay constraints [J ] . IEEE Transactions on Vehicular Technology , 2022 , 71 ( 4 ): 4249 - 4263 .

YANG Z Y , BI S Z , ZHANG Y A . Online trajectory and resource optimization for stochastic UAV-enabled MEC systems [J ] . IEEE Transactions on Wireless Communications , 2022 , 21 ( 7 ): 5629 - 5643 .

MA H R , ZHOU Z , CHEN X . Leveraging the power of prediction: predictive service placement for latency-sensitive mobile edge computing [J ] . IEEE Transactions on Wireless Communications , 2020 , 19 ( 10 ): 6454 - 6468 .

ZHANG X Y , LIU J , ZHANG R , et al . Energy-efficient computation peer offloading in satellite edge computing networks [J ] . IEEE Transactions on Mobile Computing , 2023 , 23 ( 4 ): 3077 - 3091 .

TANG Q Q , FEI Z S , LI B , et al . Stochastic computation offloading for LEO satellite edge computing networks: a learning-based approach [J ] . IEEE Internet of Things Journal , 2023 , 11 ( 4 ): 5638 - 5652 .

DING C F , WANG J B , CHENG M , et al . Dynamic transmission and computation resource optimization for dense LEO satellite assisted mobile-edge computing [J ] . IEEE Transactions on Communications , 2023 , 71 ( 5 ): 3087 - 3102 .

ZHANG X Y , LIU J , ZHANG R , et al . Energy-efficient computation peer offloading in satellite edge computing networks [J ] . IEEE Transactions on Mobile Computing , 2023 , 23 ( 4 ): 3077 - 3091 .

SUN J Y , WANG H Q , NIE L L , et al . A joint strategy for service deployment and task offloading in satellite–terrestrial IoT [J ] . Computer Networks , 2023 , 225 : 109656 .

ZHANG Y M , ZHANG H J , SUN K , et al . Partial computation offloading in satellite-based three-tier cloud-edge integration networks [J ] . IEEE Transactions on Wireless Communications , 2024 , 23 ( 2 ): 836 - 847 .

FEI H X , ZHANG X , LONG J , et al . Towards multi-satellite collaborative computing via task scheduling based on genetic algorithm [J ] . Aerospace , 2023 , 10 ( 2 ): 95 .

GAO Y F , JI Z , ZHAO K L , et al . Game-based computation offloading and power allocation for LEO constellation networks in distributed and dynamic environment [J ] . IEEE Internet of Things Journal , 2024 , 11 ( 4 ): 7040 - 7058 .

CAO H F , WANG H P , WU T , et al . Task offloading strategy in satellite edge computing based on matching game [C ] // Proceedings of the 2023 12th International Conference on Networks, Communication and Computing . New York : ACM , 2023 : 91 - 98 .

GAO Z X , LIU A J , XU X , et al . Sum data minimization in LEO satellite-UAV integrated multi-tier computing networks: a game-theoretic multiple access approach [C ] // Proceedings of the IEEE Transactions on Communications . Piscataway : IEEE Press , 2024 : 1701 - 1715 .

LIANG H , ZHANG W . A game-theoretic access strategy for satellite edge computing enabled massive IoT networks [C ] // IEEE Global Communications Conference , 2023 : 5330 - 5335 .

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