Joint UAV Position Optimization and Resource Scheduling in Space-Air-Ground Integrated Networks With Mixed Cloud-Edge Computing

被引:0
|
作者
Mao, Sun [1 ]
He, Shunfan [2 ]
Wu, Jinsong [3 ,4 ]
机构
[1] Sichuan Normal Univ, Coll Comp Sci, Chengdu 610101, Peoples R China
[2] South Cent Univ Nationalities, Coll Comp Sci, Wuhan 430074, Peoples R China
[3] Guilin Univ Elect Technol, Sch Artificial Intelligence, Guilin 541004, Peoples R China
[4] Univ Chile, Dept Elect Engn, Santiago 1058, Chile
来源
IEEE SYSTEMS JOURNAL | 2021年 / 15卷 / 03期
基金
中国国家自然科学基金;
关键词
Task analysis; Delays; Optimization; Processor scheduling; Internet of Things; Cloud computing; Computational modeling; Computation offloading; Internet of Things (IoT); space-air-ground integrated networks (SAGIN); unmanned aerial vehicles (UAVs); COMPUTATION RATE MAXIMIZATION; MOBILE; ALLOCATION; INTERNET; COVERAGE; SYSTEMS; RADIO;
D O I
10.1109/JSYST.2020.3041706
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Space-aerial-assisted computation offloading has been recognized as a promising technique to provide ubiquitous computing services for remote Internet of Things (IoT) applications, such as forest fire monitoring and disaster rescue. This article considers a space-aerial-assisted mixed cloud-edge computing framework, where the flying unmanned aerial vehicles (UAVs) provide IoT devices with low-delay edge computing service and satellites provide ubiquitous access to cloud computing. We aim to minimize the maximum computation delay among IoT devices with the joint scheduling for association control, computation task allocation, transmission power and bandwidth allocation, UAV computation resource, and deployment position optimization. Through exploiting block coordinate descent and successive convex approximation, we develop an alternating optimization algorithm with guaranteed convergence, to solve the formulated problem. Extensive simulation results are provided to demonstrate the remarkable delay reduction of the proposed scheme than existing benchmark methods.
引用
收藏
页码:3992 / 4002
页数:11
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