Intelligent edge computing in internet of vehicles: A joint computation offloading and caching solution

Z Ning, K Zhang, X Wang, L Guo, X Hu… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… hybrid computation offloading (ie, vehicle-to-RSU offloading and RSU peer offloading), and
… In time slot t, the network delay consists of computation delay and caching delay, which can …

Deep reinforcement learning for intelligent internet of vehicles: An energy-efficient computational offloading scheme

Z Ning, P Dong, X Wang, L Guo… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
computing abilities. This paper constructs a three-layer offloading framework in intelligent
Internet of Vehicles (IoV) to … Due to its high computational complexity, the formulated problem is …

Dynamic edge computation offloading for internet of vehicles with deep reinforcement learning

L Yao, X Xu, M Bilal, H Wang - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
… challenge of performing the computing-intensive tasks on vehicles with limited resources …
of computation offloading delay and energy cost. Consequently, a computation offloading

[HTML][HTML] Efficient computation offloading for Internet of Vehicles in edge computing-assisted 5G networks

S Wan, X Li, Y Xue, W Lin, X Xu - The Journal of Supercomputing, 2020 - Springer
offloading destination ENs. In this paper, we first consider edge computing framework for
computation offloading … minimize the vehicle application offloading delay and offloading cost as …

Self-learning based computation offloading for internet of vehicles: Model and algorithm

Q Luo, C Li, TH Luan, W Shi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
computation offloading scheme for IoV, where each vehicle can make an offloading decision
… based distributed computation offloading scheme for IoV. Specifically, we first establish an …

Adaptive computation offloading with edge for 5G-envisioned internet of connected vehicles

X Xu, X Zhang, X Liu, J Jiang, L Qi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… MABSs scenario in 5G and edge computing. In this paper, we present the hybrid computation
offloading framework, and design an adaptive offloading method named ACOM with the …

[HTML][HTML] Multi-objective computation offloading for internet of vehicles in cloud-edge computing

X Xu, R Gu, F Dai, L Qi, S Wan - Wireless Networks, 2020 - Springer
… Let X be the offloading strategy, denoted as \(X = \{x_1, x_2,\… calculate the X to offload the
computing tasks from vehicles. … all the computation offloading strategies of the computing tasks …

Joint wireless resource and computation offloading optimization for energy efficient internet of vehicles

D Pliatsios, P Sarigiannidis, TD Lagkas… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… In this direction, the design of the offloading policy and … Finally, in light of the exponential
increase of internet of things … and vehicles sharing the same wireless and computing resources. …

Deep reinforcement learning for collaborative computation offloading on internet of vehicles

Y Li, S Xu, D Li - … Communications and Mobile Computing, 2021 - Wiley Online Library
… In this paper, we consider a collaborative computation offloading in a time-varying edge-cloud
network, and we formulate an optimization problem with considering both delay …

A computation offloading method for edge computing with vehicle-to-everything

X Xu, Y Xue, X Li, L Qi, S Wan - IEEE access, 2019 - ieeexplore.ieee.org
… , a computation offloading method which employs V2X technology for data transmission in
edge computing, … the driving safety, internet of vehicles (IoV) is maturing [1]. In IoV, for helping …