Joint Power Allocation and Task Offloading in NOMA Enhanced MEC for ABS-Assisted ITS

被引:7
作者
Qian, Pengcheng [1 ]
Wang, Liang [1 ]
Lin, Yaguang [1 ]
Du, Jiarong [1 ]
Dong, Xiuxiu [1 ]
机构
[1] Shaanxi Normal Univ, Sch Comp Sci, Xian 710000, Peoples R China
基金
中国国家自然科学基金;
关键词
Task analysis; Delays; NOMA; Servers; Computational modeling; Space-air-ground integrated networks; Autonomous aerial vehicles; ITS; air base station; MEC; COMMUNICATION; ALTITUDE; SYSTEMS;
D O I
10.1109/LCOMM.2023.3295057
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In the traditional ITS, the road side unit (RSU) is used as the edge server to provide computing services for connected and autonomous vehicles (CAVs). However, the rapid growth of on-board devices creates a strain on communication resources. Thus, in this letter we investigate the application of non-orthogonal multiple access (NOMA) and mobile edge computing (MEC) in air base station (ABS)-assisted ITS. In this scenario, CAVs can partially offload tasks to RSUs and ABS simultaneously through NOMA. To further reduce total system delay, ABS can guide heavy loaded RSU to migrate tasks to achieve load balancing. We jointly optimize the transmission power and offloading decision, and model CAVs' task processing delay minimization problem as a mixed integer nonlinear problem. To solve this problem, we propose a two-step strategy. First, we obtain the optimal transmission power and task division ratio through the proposed optimal pre-offloading decision (OPD) algorithm, and then determine the offloading object through the devised subtask migration (STM) algorithm. Simulation results verify the advantages of our proposed scheme.
引用
收藏
页码:2403 / 2407
页数:5
相关论文
共 17 条
[1]   Optimal LAP Altitude for Maximum Coverage [J].
Al-Hourani, Akram ;
Kandeepan, Sithamparanathan ;
Lardner, Simon .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2014, 3 (06) :569-572
[2]   Vehicle-Road Cooperative Task Offloading with Task Migration in MEC-Enabled IoV [J].
Du, Jiarong ;
Wang, Liang ;
Lin, Yaguang ;
Qian, Pengcheng .
WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, PT III, 2022, 13473 :261-272
[3]  
Ghanavi R, 2018, IEEE WCNC
[4]   Online Learning Based Computation Offloading in MEC Systems With Communication and Computation Dynamics [J].
Guo, Kun ;
Gao, Ruifeng ;
Xia, Wenchao ;
Quek, Tony Q. S. .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (02) :1147-1162
[5]   An MEC-Enabled Framework for Task Offloading and Power Allocation in NOMA Enhanced ABS-Assisted VANETs [J].
He, Yixin ;
Wang, Dawei ;
Huang, Fanghui ;
Zhang, Ruonan .
IEEE COMMUNICATIONS LETTERS, 2022, 26 (06) :1353-1357
[6]   Minimizing the Transaction Time Difference for NOMA-Based Mobile Edge Computing [J].
Kiani, Anam Yasir ;
Hassan, Syed Ali ;
Su, Binbin ;
Pervaiz, Haris ;
Ni, Qiang .
IEEE COMMUNICATIONS LETTERS, 2020, 24 (04) :853-857
[7]   Aerial Base Station Deployment in 6G Cellular Networks Using Tethered Drones: The Mobility and Endurance Tradeoff [J].
Kishk, Mustafa A. ;
Bader, Ahmed ;
Alouini, Mohamed-Slim .
IEEE VEHICULAR TECHNOLOGY MAGAZINE, 2020, 15 (04) :103-111
[8]   Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications [J].
Letaief, Khaled B. ;
Shi, Yuanming ;
Lu, Jianmin ;
Lu, Jianhua .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2022, 40 (01) :5-36
[9]   High Altitude Air-to-Ground Channel Modeling for Fixed-Wing UAV Mounted Aerial Base Stations [J].
Liu, Junyu ;
Zhang, Hongwei ;
Sheng, Min ;
Su, Yu ;
Chen, Shengwei ;
Li, Jiandong .
IEEE WIRELESS COMMUNICATIONS LETTERS, 2021, 10 (02) :330-334
[10]   Price and Risk Awareness for Data Offloading Decision-Making in Edge Computing Systems [J].
Mitsis, Giorgos ;
Tsiropoulou, Eirini Eleni ;
Papavassiliou, Symeon .
IEEE SYSTEMS JOURNAL, 2022, 16 (04) :6546-6557