Vehicle speed aware computing task offloading and resource allocation based on multi-agent reinforcement learning in a vehicular edge computing network

X Huang, L He, W Zhang - … on Edge Computing (EDGE), 2020 - ieeexplore.ieee.org
… may cause mismatching between vehicle speed and its allocated … a vehicle speed aware
task offloading and resource allocation strategy, to decrease the energy cost of executing tasks

[HTML][HTML] Vehicle Trajectory Prediction Method for Task Offloading in Vehicular Edge Computing

R Yan, Y Gu, Z Zhang, S Jiao - Sensors, 2023 - mdpi.com
vehicle trajectory prediction problem in task offloading, this paper designs a T-pattern prediction
tree (TPPT) and proposes a real-time vehicle … framework, task offloading strategies and …

Delay-optimized V2V-based computation offloading in urban vehicular edge computing and networks

C Chen, L Chen, L Liu, S He, X Yuan, D Lan… - IEEE …, 2020 - ieeexplore.ieee.org
… , a task offloading scheme merely relying on vehicle-to-vehicle (V2V) communication is proposed
by fully exploring the idle resources of gathered vehicles for task … -based task offloading

A bee colony-based algorithm for task offloading in vehicular edge computing

AB de Souza, PAL Rego, V Chamola… - IEEE Systems …, 2023 - ieeexplore.ieee.org
edge servers coupled to base stations to share their available computing resources, vehicular
edge … Then, vehicles can use the task offloading technique by sending application tasks to …

Joint task offloading and resource allocation for multi-access edge computing assisted by parked and moving vehicles

W Fan, J Liu, M Hua, F Wu, Y Liu - … Transactions on Vehicular …, 2022 - ieeexplore.ieee.org
offloaded from the BS to the vehicles. The service time that a moving vehicle can provide
its task offloading … -weighted task processing delay for all the devices through offloading the …

[HTML][HTML] A collaborative computation and dependency-aware task offloading method for vehicular edge computing: a reinforcement learning approach

G Liu, F Dai, B Huang, Z Qiang, S Wang, L Li - Journal of Cloud …, 2022 - Springer
task offloading should be considered. In this paper, an efficient dependency-aware task
offloading scheme for VEC with vehicle-edge-… locally or can be offloaded to an edge server, or a …

[HTML][HTML] DRL-driven zero-RIS assisted energy-efficient task offloading in vehicular edge computing networks

MA Mirza, J Yu, M Ahmed, S Raza, WU Khan… - Journal of King Saud …, 2023 - Elsevier
… ) to aid vehicular computation offloading while maximizing the energy and time savings
while meeting the task and environmental constraints. A joint power and offloading mechanism …

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
… In this work, we focus on the task offloading problem of TaVs in the VCC system, … , task
offloading decisions are made in a distributed manner, ie, each TaV makes its own task offloading

Deep Reinforcement Learning-Based Task Offloading for Vehicular Edge Computing With Flexible RSU-RSU Cooperation

W Fan, Y Zhang, G Zhou, Y Liu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
task offloading and task result transmission, in our scheme, a task can be offloaded to a
proper RSU and the task result can be transmitted to the RSU covering the vehicle currently. We …

[HTML][HTML] A Game-Based Computing Resource Allocation Scheme of Edge Server in Vehicular Edge Computing Networks Considering Diverse Task Offloading Modes

X Liu, J Zheng, M Zhang, Y Li, R Wang, Y He - Sensors, 2023 - mdpi.com
… Introducing partial task offloading into vehicle edge computing … vehicle applications and
services. In this circumstance, the task offloading ratio and the resource allocation of edge