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Computation Efficient Task Offloading and Bandwidth Allocation in VEC Networks

delete2024-10-01
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OA
AI
N
Ni Zhang
S
Shaoling Liang
王昆仑 (Kunlun Wang) *
Q
Qingqing Wu
A
Arumugam Nallanathan
DOI:10.1109/TVT.2024.3407356delete
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摘要

摘要

En 中文
With the development of intelligent connected vehicles, vehicular edge computing (VEC) systems can provide them with low latency and low energy consumption of task computation and data processing. In this paper, we propose a VEC-aided computing system by offloading tasks from vehicles to the edge computing node via the road side units (RSUs) to improve the computation efficiency. At first, we investigate the computation efficiency for task computation, regarded as the ratio of task bits to the cost in terms of the sum and latency and energy consumption. Then, we formulate a computation efficiency maximization problem to design the bandwidth allocation and task allocation. Due to the dynamically changing channels, available computational resource and bandwidth resource, the formulated optimization problem is non-convex. Therefore, we solve the joint bandwidth and task allocation problem by decoupling the original optimization problem into bandwidth allocation and task allocation sub-problems and solving them iteratively. At last, simulation results are provided to demonstrate that our proposed scheme performs better than the benchmark schemes.
Keyword:
Task analysis
Resource management
Computational efficiency
Optimization
Delays
Bandwidth
Computational modeling
Computation efficiency
task offloading
vehicular edge computing

期刊

IEEE Transactions on Vehicular Technology 封面图
IEEE Transactions on Vehicular Technology
IF:
7.1
论文数:
1.8W
被引数:
6.6W

机构

E
east china normal university
学者数:
3.1W
论文数: 2.1W
被引数: 25
S
shanghai jiao tong university
学者数:
15.7W
论文数: 11.7W
被引数: 159
Q
Queen Mary University London
学者数:
2.0W
论文数: 1.5W
被引数: 327
U
university of london
学者数:
21.5W
论文数: 19.7W
被引数: 305
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