Dynamic offloading for multiuser muti-CAP MEC networks: A deep reinforcement learning approach

C Li, J Xia, F Liu, D Li, L Fan… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… The offloading performance of MEC networks can be further enhanced with the integration
… a multiuser MEC network, where the tasks from users can be partially offloaded to multiple …

Meta-learning based dynamic computation task offloading for mobile edge computing networks

L Huang, L Zhang, S Yang, LP Qian… - IEEE Communications …, 2020 - ieeexplore.ieee.org
… , the offloading performance cannot be guaranteed, since a MEC … a MEC network comprised
of multiple WDs with dynamic … We propose a MEta-Learning-based computation Offloading

Dynamic computation offloading in edge computing for internet of things

Y Chen, N Zhang, Y Zhang… - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
… We study the dynamic computation offloading in the MEC for IoT. Here, aij(t) is the decision
variable. Note that our model requires no statistical knowledge of Ai(t), which is generally …

Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing

CF Liu, M Bennis, M Debbah… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… , each UE dynamically offloads part of the tasks to the associated MEC server and computes
… The network architecture and timeline of the considered MEC network are shown in Fig. 1. …

A deep reinforcement approach for computation offloading in MEC dynamic networks

Y Fan, X Cai - EURASIP Journal on Advances in Signal Processing, 2024 - Springer
… Algorithm 1 presents the proposed computational offloading algorithm for dynamic MEC
networks based on deep reinforcement learning. The DDPG network structure is illustrated in Fig…

Dynamic offloading scheduling scheme for MEC-enabled vehicular networks

H Wang, X Li, H Ji, H Zhang - 2018 IEEE/CIC International …, 2018 - ieeexplore.ieee.org
DYNAMIC OFFLOADING SCHEDULING SCHEME To avoid the interruption in the offloading
process, we propose a dynamic offloading … and the wireless network environment. Firstly, …

Energy efficient dynamic offloading in mobile edge computing for internet of things

Y Chen, N Zhang, Y Zhang, X Chen… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… This article focuses on the energy efficient dynamic offloading problem in MEC for … dynamic
offloading algorithm (EEDOA) to solve this problem. EEDOA dynamically makes offloading

Dynamic task offloading in MEC-enabled IoT networks: A hybrid DDPG-D3QN approach

H Hu, D Wu, F Zhou, S Jin… - 2021 IEEE global …, 2021 - ieeexplore.ieee.org
… To tackle the above challenges, we focus on task offloading and resource allocation in a
MEC-enabled multi-server multiuser IoT network. First, we formulate the optimization problem to …

Deep learning-based dynamic computation task offloading for mobile edge computing networks

S Yang, G Lee, L Huang - Sensors, 2022 - mdpi.com
offloading problem in mobile edge computing (MEC) networks with dynamic weighted tasks…
We aim to minimize the system utility of the MEC network by jointly optimizing the offloading

Deep reinforcement learning for dynamic computation offloading and resource allocation in cache-assisted mobile edge computing systems

S Nath, J Wu - Intelligent and Converged Networks, 2020 - ieeexplore.ieee.org
… Therefore, it is imperative to study the joint problem of online caching, offloading, and resource
allocation policy in dynamic MEC systems. All the above-mentioned works formulate the …