Energy-Constrained Satellite Edge Computing for Satellite-Terrestrial Integrated Networks

被引:0
|
作者
Cheng, Lei [1 ]
Feng, Gang [1 ,2 ]
Sun, Yao [3 ]
Qin, Shuang [1 ,2 ]
Wang, Feng [4 ]
Quek, Tony Q. S. [4 ]
机构
[1] Univ Elect Sci & Technol China, Natl Key Lab Wireless Commun, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Yangtze Delta Reg Inst Huzhou, Huzhou 313001, Peoples R China
[3] Univ Glasgow, James Watt Sch Engn, Glasgow G12 8QQ, Scotland
[4] Singapore Univ Technol & Design, Informat Syst Technol & Design Pillar, Singapore 487372, Singapore
基金
中国国家自然科学基金; 新加坡国家研究基金会;
关键词
Satellites; Low earth orbit satellites; Optimization; Resource management; Vehicle dynamics; Stochastic processes; Edge computing; Convex functions; Computational modeling; Space-air-ground integrated networks; Computation offloading; satellite edge computing; satellite-terrestrial integrated network; RESOURCE-ALLOCATION; COMPUTATION; HANDOVER;
D O I
10.1109/TVT.2024.3483203
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Satellite edge computing (SEC) has emerged as an innovative paradigm for future satellite-terrestrial integrated networks (STINs), expanding computation services by sinking computing capabilities into Low-Earth-Orbit (LEO) satellites. However, the mobility of LEO satellites poses two key challenges to SEC: 1) constrained onboard computing and transmission capabilities caused by limited and dynamic energy supply, and 2) stochastic task arrivals within the satellites' coverage and time-varying channel conditions. To tackle these issues, it is imperative to design an optimal SEC offloading strategy that effectively exploits the available energy of LEO satellites to fulfill competing task demands for SEC. In this paper, we propose a dynamic offloading strategy (DOS) with the aim to minimize the overall completion time of arriving tasks in an SEC-assisted STIN, subject to the long-term energy constraints of the LEO satellite. Leveraging Lyapunov optimization theory, we first convert the original long-term stochastic problem into multiple deterministic one-slot problems parameterized by current system states. Then we use sub-problem decomposition to jointly optimize the task offloading, computing, and communication resource allocation strategies. We theoretically prove that DOS achieves near-optimal performance. Numerical results demonstrate that DOS significantly outperforms the other four baseline approaches in terms of task completion time and dropping rate.
引用
收藏
页码:3359 / 3374
页数:16
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