Dnns based computation offloading for leo satellite edge computing

J Wu, M Jia, L Zhang, Q Guo - Electronics, 2022 - mdpi.com
Huge low earth orbit (LEO) satellite networks can achieve global coverage with low latency.
In addition, mobile edge computing (MEC) servers can be mounted on LEO satellites to …

Dynamic Satellite Edge Computing Offloading Algorithm Based On Distributed Deep Learning

J Shuai, H Cui, Y He, M Guizani - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Satellite communication networks with the characteristics of wide coverage, high
deployment flexibility, and seamless communication services can provide communication …

Aerial computing offloading by distributed deep learning in collaborative satellite-terrestrial networks

H Li, C Chen, C Li, L Liu, G Gui - 2021 13th International …, 2021 - ieeexplore.ieee.org
With the rapid development of the Internet of Things (IoT) and its derivative technologies
such as Aerial IoT (AIoT), the number of smart devices and their computing requirements …

Multi-agent reinforcement learning based computation offloading and resource allocation for LEO Satellite edge computing networks

H Li, J Yu, L Cao, Q Zhang, Z Song, S Hou - Computer Communications, 2024 - Elsevier
Due to the limitations caused by geographical conditions and economic requirements, it is
difficult to provide computing services by terrestrial networks for mobile terminals in remote …

Deep reinforcement learning-based task offloading in satellite-terrestrial edge computing networks

D Zhu, H Liu, T Li, J Sun, J Liang… - 2021 IEEE Wireless …, 2021 - ieeexplore.ieee.org
In remote regions (eg, mountain and desert), cellular networks are usually sparsely
deployed or unavailable. With the appearance of new applications (eg, industrial automation …

New bridge to cloud: An ultra-dense LEO assisted green computation offloading approach

Z Tang, K Yu, G Yang, LX Cai… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile edge computing and cloud computing have emerged as effective technologies to
alleviate the increasing computational workload of mobile devices. As a promising enabling …

Dynamic User Association and Computation Offloading in Satellite Edge Computing Networks via Deep Reinforcement Learning

H Zhang, H Zhao, R Liu, X Gao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Satellite mobile edge computing (SMEC) deployed on ultra-dense low Earth orbit (LEO)
satellites with high throughput and low latency can provide ubiquitous computing services …

Computation offloading in LEO satellite networks with hybrid cloud and edge computing

Q Tang, Z Fei, B Li, Z Han - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Low earth orbit (LEO) satellite networks can break through geographical restrictions and
achieve global wireless coverage, which is an indispensable choice for future mobile …

Joint communication, computing, and caching resource allocation in LEO satellite MEC networks

Y Hao, Z Song, Z Zheng, Q Zhang, Z Miao - IEEE Access, 2023 - ieeexplore.ieee.org
Driven by the urgent requirement of ubiquitous and reliable coverage for global users, the
low earth orbit (LEO) satellite network has attracted numerous attentions from the academic …

Stochastic computation offloading for LEO satellite edge computing networks: A learning-based approach

Q Tang, Z Fei, B Li, H Yu, Q Cui… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The deployment of mobile edge computing services in LEO satellite networks achieves
seamless coverage of computing services. However, the time-varying wireless channel …