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 …

[HTML][HTML] 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

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, …

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 …

Dynamic offloading strategy for delay-sensitive task in mobile-edge computing networks

L Ai, B Tan, J Zhang, R Wang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
… Our goal is to identify the optimum task offloading and resource allocation mechanism,
reduce MEC servers’ overall power consumption, maintain the user’s QoS and enhance …

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

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

[HTML][HTML] Intelligent dynamic data offloading in a competitive mobile edge computing market

G Mitsis, PA Apostolopoulos, EE Tsiropoulou… - Future Internet, 2019 - mdpi.com
… the MEC system and they propose a dynamic data offloading … deal with the data offloading
problem in the MEC environment, … -users to make autonomous data offloading decisions in a …

Probabilistic computation offloading for mobile edge computing in dynamic network environment

BB Bista, J Wang, T Takata - Internet of Things, 2020 - Elsevier
… for offloading tasks to the MEC server in dynamic network environment. For different latency,
data size and task arrival rate at MEC server, we find the successful offloading probabilities …

Multi‐tier MEC offloading strategy based on dynamic channel characteristics

N Li, S Yang, Z Wang, W Hao, Y Zhu - IET communications, 2020 - Wiley Online Library
… an offloading scheme to obtain the closed-form solutions for the optimal offloading data size…
: (i) for the cloud execution, we dynamically adjust the data transmission rate according to the …