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 …

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 …

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 …

Leveraging LEO assisted cloud-edge collaboration for energy efficient computation offloading

Z Tang, H Zhou, T Ma, K Yu… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
Mobile edge computing (MEC) has been widely considered as an effective technology to
handle computationally intensive tasks generated by mobile devices. However, the …

A Novel Computation Offloading Under 6G LEO Satellite-UAV-based IoT

K Jaiswal, A Dahiya, S Saxena, V Singh… - 2022 3rd …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) has become a fundamental and omnipresent component of
modern life, such as the infrastructure of intelligent transport systems and smart cities. All the …

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 …

Distributed deep learning for cooperative computation offloading in low earth orbit satellite networks

Q Tang, Z Fei, B Li - China Communications, 2022 - ieeexplore.ieee.org
Low earth orbit (LEO) satellite network is an important development trend for future mobile
communication systems, which can truly realize the" ubiquitous connection" of the whole …

Curriculum reinforcement learning-based computation offloading approach in space-air-ground integrated network

Z Wang, H Yu, S Zhu, B Yang - 2021 13th International …, 2021 - ieeexplore.ieee.org
Space-air-ground integrated network (SAGIN) is emerging as a prominent framework
supporting the ever-growing Internet of Things (IoT) applications in the areas without …

Satellite-assisted edge computing management based on deep reinforcement learning in industrial internet of things

Y Zhu, D Lu - Computer Networks, 2023 - Elsevier
The insufficient edge computing equipment in remote areas cannot meet explosively
growing computing needs of industrial Internet of things devices, which undoubtedly leads to …

Resource scheduling and offloading strategy based on LEO satellite edge computing

K Wei, Q Tang, J Guo, M Zeng, Z Fei… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
The Satellite communication network is not limited by geographical factors and is an
indispensable part of global interconnection. This paper analyzes a hybrid of cloud …