CEC: A containerized edge computing framework for dynamic resource provisioning

S Hu, W Shi, G Li - IEEE Transactions on Mobile Computing, 2022 - ieeexplore.ieee.org
… in resource provisioning under containerized edge computing by experiments. We propose
CEC, a containerized edge computing for dynamic resource … , RAN, and edge cluster, where …

Efficient container assignment and layer sequencing in edge computing

J Lou, H Luo, Z Tang, W Jia… - … on Services Computing, 2022 - ieeexplore.ieee.org
… To find out the reason, we fix the edge computing network and the container dataset, and
use different random seeds to repeat the experiment with 25 edge nodes. It can be observed in …

Knowledge transfer for on-device deep reinforcement learning in resource constrained edge computing systems

I Jang, H Kim, D Lee, YS Son, S Kim - IEEE Access, 2020 - ieeexplore.ieee.org
… devices for DRL in integrated edge cloud computing systems. We perform the first … We
demonstrate the advantages of the OD3 for resource-constrained edge computing systems. The …

Trust-aware service function chain embedding: A path-based approach

N Torkzaban, JS Baras - … and Software Defined Networks (NFV …, 2020 - ieeexplore.ieee.org
… The literature on the SFC embedding problem is quite rich. Recently, … mobile edge and fog
computing [9] [10] [11], Space-Air-Ground Integrated Networks (SAGIN) [12], 5G core network […

Q-learning based collaborative cache allocation in mobile edge computing

WC Chien, HY Weng, CF Lai - Future generation computer systems, 2020 - Elsevier
… In recent years, since the improvement of computing devices and the implementation of fog
computing, Parallel Computing and General Purpose GPU (GPGPU) [20], deep learning has …

Fairness-aware task scheduling and resource allocation in UAV-enabled mobile edge computing networks

M Zhao, W Li, L Bao, J Luo, Z He… - … and Networking, 2021 - ieeexplore.ieee.org
… (UAV)-enabled mobile edge computing (MEC) has recently … optimizing its trajectory and
resource allocation, and task … Bits Scheduling PS, 3) Resource allocation PR. Then, we propose …

A game-theoretical approach for user allocation in edge computing environment

Q He, G Cui, X Zhang, F Chen, S Deng… - … on Parallel and …, 2019 - ieeexplore.ieee.org
… [14] propose a suite of optimal and near-optimal approaches for solving the network
resource allocation problem in the edge computing environment based on two wireless access …

Advanced deep learning-based computational offloading for multilevel vehicular edge-cloud computing networks

M Khayyat, IA Elgendy, A Muthanna… - IEEE …, 2020 - ieeexplore.ieee.org
… In [29], spectrum allocation and computing and storage resources were jointly studied for …
edge computing-based vehicular network in which two architectures of mobile edge computing

Deep reinforcement learning based VNF management in geo-distributed edge computing

L Gu, D Zeng, W Li, S Guo, A Zomaya… - … Distributed Computing …, 2019 - ieeexplore.ieee.org
Edge computing is an effective approach for resource provisioning at the network edge to host
virtualized network … Considering the cost diversity in edge computing, from the perspective …

Machine and deep learning for resource allocation in multi-access edge computing: A survey

H Djigal, J Xu, L Liu, Y Zhang - IEEE Communications Surveys …, 2022 - ieeexplore.ieee.org
… and scalable network resources allocation for network functions, and therefore it can
significantly reduce both operating expenses (OPEX) and capital expenses (CAPEX) of network