Adaptive learning-based task offloading for vehicular edge computing systems

Y Sun, X Guo, J Song, S Zhou, Z Jiang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
The vehicular edge computing system integrates the computing resources of vehicles, and
provides computing services for other vehicles and pedestrians with task offloading …

Computation offloading in heterogeneous vehicular edge networks: On-line and off-policy bandit solutions

A Bozorgchenani, S Maghsudi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the rapid advancement of intelligent transportation systems (ITS) and vehicular
communications, vehicular edge computing (VEC) is emerging as a promising technology to …

Distributed task replication for vehicular edge computing: Performance analysis and learning-based algorithm

Y Sun, S Zhou, Z Niu - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
In a vehicular edge computing (VEC) system, vehicles can share their surplus computation
resources to provide cloud computing services. The highly dynamic environment of the …

Task replication for vehicular edge computing: A combinatorial multi-armed bandit based approach

Y Sun, J Song, S Zhou, X Guo… - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
In a vehicular edge computing (VEC) system, some vehicles with surplus computing
resources can provide computation task offloading opportunities for other vehicles or …

Matching-based task offloading for vehicular edge computing

P Liu, J Li, Z Sun - IEEE Access, 2019 - ieeexplore.ieee.org
Vehicular edge computing has emerged as a promising technology to accommodate the
tremendous demand for data storage and computational resources in vehicular networks. By …

Deep reinforcement learning for vehicular edge computing: An intelligent offloading system

Z Ning, P Dong, X Wang, JJPC Rodrigues… - ACM Transactions on …, 2019 - dl.acm.org
The development of smart vehicles brings drivers and passengers a comfortable and safe
environment. Various emerging applications are promising to enrich users' traveling …

MESON: A mobility-aware dependent task offloading scheme for urban vehicular edge computing

L Zhao, E Zhang, S Wan, A Hawbani… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Vehicular Edge Computing (VEC) is the transportation version of Mobile Edge Computing
(MEC) in road scenarios. One key technology of VEC is task offloading, which allows …

Popularity-aware online task offloading for heterogeneous vehicular edge computing using contextual clustering of bandits

Y Lin, Y Zhang, J Li, F Shu, C Li - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Vehicular edge computing (VEC) has become a promising enabler for ultrareliable and low-
latency communications (URLLC) vehicular networks by providing computational resources …

Learning-based task offloading for vehicular cloud computing systems

Y Sun, X Guo, S Zhou, Z Jiang, X Liu… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Vehicular cloud computing (VCC) is proposed to effectively utilize and share the computing
and storage resources on vehicles. However, due to the mobility of vehicles, the network …

An efficient task offloading scheme in vehicular edge computing

S Raza, W Liu, M Ahmed, MR Anwar, MA Mirza… - Journal of Cloud …, 2020 - Springer
Vehicular edge computing (VEC) is a promising paradigm to offload resource-intensive
tasks at the network edge. Owing to time-sensitive and computation-intensive vehicular …