Max Completion Time Optimization for Internet of Things in LEO Satellite-Terrestrial Integrated Networks

被引:31
作者
Gao, Zhixiang [1 ]
Liu, Aijun [1 ]
Han, Chen [1 ]
Liang, Xiaohu [1 ,2 ]
机构
[1] Army Engn Univ PLA, Coll Commun Engn, Nanjing 210000, Peoples R China
[2] Southeast Univ, Sch Informat Sci & Engn, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
NOMA; Satellites; Optimization; Data communication; Low earth orbit satellites; Internet of Things; Signal processing algorithms; Convex optimization; Internet of Things (IoT); LEO satellite-terrestrial integrated networks (STINs); matching theory; max completion time optimization; non-orthogonal multiple access (NOMA); NONORTHOGONAL MULTIPLE-ACCESS; POWER ALLOCATION; NOMA; 5G; MINIMIZATION; PERFORMANCE; SYSTEMS; SCHEME;
D O I
10.1109/JIOT.2020.3048818
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, we investigate max completion time optimization for Internet of Things (IoT) in LEO satellite-terrestrial integrated networks (STINs), in which IoT devices use non-orthogonal multiple access (NOMA) scheme to transmit data to central earth stations (CESs), and orthogonal multiple access (OMA) scheme is used for data transmission from CESs to LEO satellite. We decouple this problem into two subproblems: 1) max completion time optimization in terrestrial networks and 2) max completion time optimization among satellite beams. Different from the existing works about NOMA data transmission in terrestrial networks, we propose a cooperative NOMA scheme, and derive the closed expressions of the optimal cooperative data and the optimal transmit power of IoT devices. Based on the closed-form expressions, a joint subcarrier assignment and cooperative NOMA pairing (JSACNP) approach is proposed to minimize the max completion time in terrestrial networks by utilizing matching theory. Then, to minimize the max completion time among satellite beams, the optimal linear receiver expression is derived with fixed transmit power. Convex optimization is utilized to solve transmit power optimization, we propose an algorithm to solve it by CVX tool. An iterative algorithm is proposed for improved performance. Finally, numerical results are provided to evaluate our proposed algorithms, compared with some other proposed approaches or algorithms.
引用
收藏
页码:9981 / 9994
页数:14
相关论文
共 41 条
[11]  
Gao Z., 2020, P IEEE INT S PHYS FA, P1
[12]   Framework for Unifying 5G and Next Generation Satellite Communications [J].
Gopal, Rajeev ;
BenAmmar, Nassir .
IEEE NETWORK, 2018, 32 (05) :16-24
[13]  
Grant M., 2013, CVX MATLAB SOFTWARE
[14]   Energy-Constrained Completion Time Minimization in UAV-Enabled Internet of Things [J].
Gu, Jiangchun ;
Wang, Haichao ;
Ding, Guoru ;
Xu, Yitao ;
Xue, Zhen ;
Zhou, Huaji .
IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (06) :5491-5503
[15]   Convexity of Fairness-Aware Resource Allocation in Wireless Powered Communication Networks [J].
Guo, Chongtao ;
Liao, Bin ;
Huang, Lei ;
Li, Qiang ;
Lin, Xin .
IEEE COMMUNICATIONS LETTERS, 2016, 20 (03) :474-477
[16]   Dynamic Anti-Jamming Coalition for Satellite-Enabled Army IoT: A Distributed Game Approach [J].
Han, Chen ;
Liu, Aijun ;
Wang, Haichao ;
Huo, Liangyu ;
Liang, Xiaohu .
IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (11) :10932-10944
[17]   Performance of Adaptive OMA/Cooperative-NOMA Scheme With User Selection [J].
Janghel, Komal ;
Prakriya, Shankar .
IEEE COMMUNICATIONS LETTERS, 2018, 22 (10) :2092-2095
[18]   MAXIMUM BOUNDED 3-DIMENSIONAL MATCHING IS MAX SNP-COMPLETE [J].
KANN, V .
INFORMATION PROCESSING LETTERS, 1991, 37 (01) :27-35
[19]   On the Error Performance of Cooperative-NOMA With Statistical CSIT [J].
Kara, Ferdi ;
Kaya, Hakan .
IEEE COMMUNICATIONS LETTERS, 2019, 23 (01) :128-131
[20]   Data Exchange Interoperability in IoT Ecosystem for Smart Parking and EV Charging [J].
Karpenko, Anastasiia ;
Kinnunen, Tuomas ;
Madhikermi, Manik ;
Robert, Jeremy ;
Framling, Kary ;
Dave, Bhargav ;
Nurminen, Antti .
SENSORS, 2018, 18 (12)