DRL-G: SFC Deployment Algorithm Based on Deep Reinforcement Learning in Space–Air–Ground Integrated Network

X Feng, M He, L Zhuang, Y Song, R Peng - 2023 - researchsquare.com
The space-air-ground integrated network (SAGIN) is formed by the fusion of ground and
aircraft networks. It overcomes the limitations in communications that cannot cover the whole …

[HTML][HTML] Service Function Chain Deployment Algorithm Based on Deep Reinforcement Learning in Space–Air–Ground Integrated Network

X Feng, M He, L Zhuang, Y Song, R Peng - Future Internet, 2024 - mdpi.com
SAGIN is formed by the fusion of ground networks and aircraft networks. It breaks through
the limitation of communication, which cannot cover the whole world, bringing new …

SFC embedding in Space-Air-Ground Integrated Network Based on DRL

J Liu, W Chen - 2023 4th International Conference on Electronic …, 2023 - ieeexplore.ieee.org
With the potential to provide ubiquitous access and various services, Space-air-ground
Integrated Network (SAGIN) has attracted widespread attention as an emerging network …

SFC Deployment in Space-Air-Ground Integrated Networks Based on Matching Game

Y Cao, Z Jia, C Dong, Y Wang, J You… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
The space-air-ground integrated network (SAGIN) is dynamic and flexible, which can
support transmitting data in environments lacking ground communication facilities. However …

Service-oriented network resource orchestration in space-air-ground integrated network

J He, N Cheng, Z Yin, C Zhou, H Zhou… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Space-air-ground integrated networks (SAGINs) are envisioned to provide seamless
coverage and enhanced flexibility compared with traditional terrestrial mobile networks …

Delay-Aware Parallelized SFC Deployment in Space-Air-Ground-Integrated Network

SH Harjivan, A Manikandan, A Premjit… - 2024 16th …, 2024 - ieeexplore.ieee.org
As technology advances, traditional terrestrial wire-less communications, facing exponential
growth in users and services, encounter challenges in remote areas due to geographi-cal …

A Deep Reinforcement Learning-Based Approach for Adaptive SFC Deployment in Multi-Domain Networks

Y Liu, C Zhang, H Yang, S Zhang… - … and Networks (ICCSN …, 2023 - ieeexplore.ieee.org
The emergence of virtualization technologies such as Software Defined Networking (SDN)
and Network Function Virtualization (NFV) has enabled efficient service delivery by Service …

AI-Enabled Deployment Automation for 6G Space-Air-Ground Integrated Networks: Challenges, Design, and Outlook

S Wu, N Chen, A Xiao, H Jia, C Jiang, P Zhang - IEEE Network, 2024 - ieeexplore.ieee.org
Combined with artificial intelligence (AI) technology, Space-Air-Ground Integrated Networks
(SAGINs) play a crucial role in realizing the 6G vision of self-awareness, ubiquitous …

Space-air-ground integrated multi-domain network resource orchestration based on virtual network architecture: A DRL method

P Zhang, C Wang, N Kumar… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Traditional ground wireless communication networks cannot provide high-quality services
for artificial intelligence (AI) applications such as intelligent transportation systems (ITS) due …

Dynamic SFC embedding algorithm assisted by federated learning in space–air–ground-integrated network resource allocation scenario

P Zhang, Y Zhang, N Kumar… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Traditional terrestrial wireless communication networks cannot support the requirements for
high-quality services for artificial intelligence applications such as smart cities. The space …