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Joint Offloading Scheduling and Resource Allocation in Vehicular Edge Computing: A Two Layer Solution

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成果类型:
期刊论文
作者:
Gao, Jian;Kuang, Zhufang;Gao, Jie;Zhao, Lian
通讯作者:
Kuang, ZF
作者机构:
[Kuang, Zhufang; Gao, Jian] Cent South Univ Forestry & Technol, Sch Comp & Informat Engn, Changsha 410004, Peoples R China.
[Gao, Jie] Carleton Univ, Sch Informat Technol, Ottawa, ON K1S 5B6, Canada.
[Zhao, Lian] Toronto Metropolitan Univ, Dept Elect Comp & Biomed Engn, Toronto, ON M5B 2K3, Canada.
通讯机构:
[Kuang, ZF ] C
Cent South Univ Forestry & Technol, Sch Comp & Informat Engn, Changsha 410004, Peoples R China.
语种:
英文
关键词:
Deep Q-Network;Delays;Energy consumption;Gradient Descent;offloading scheduling;Processor scheduling;resource allocation;Resource management;Scheduling;Servers;Task analysis;time-varying channel;Vehicular edge computing
期刊:
IEEE Transactions on Vehicular Technology
ISSN:
0018-9545
年:
2023
卷:
72
期:
3
页码:
3999-4009
基金类别:
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 62072477, 62071398, 61702562 and 61309027) Hunan Provincial Natural Science Foundation of China (Grant Number: 2018JJ3888) Scientific Research Fund of Hunan Provincial Education Department (Grant Number: 18B197) National Key R&D Program of China (Grant Number: 2018YFB1700200) 10.13039/501100000038-Natural Sciences and Engineering Research Council of Canada (Grant Number: RGPIN-2020-04678) Hunan Key Laboratory of Intelligent Logistics Technology (Grant Number: 2019TP1015)
机构署名:
本校为第一且通讯机构
院系归属:
计算机与信息工程学院
摘要:
Vehicular Edge Computing (VEC) is a promising paradigm for autonomous driving. It can reduce delay and energy consumption of tasks. The problem of joint task offloading scheduling and resource allocation in VEC is a challenge issue. In this paper, we investigate the problem of joint task offloading, task scheduling, and resource allocation in VEC, and the fast changing channel between a vehicle and an edge server. A target problem of joint considering task offloading scheduling, resource allocation and time-varying channel in VEC is formulated. The goal is to minimize the delay and energy cons...

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