A survey on machine learning techniques for routing optimization in SDN

R Amin, E Rojas, A Aqdus, S Ramzan… - IEEE …, 2021 - ieeexplore.ieee.org
In conventional networks, there was a tight bond between the control plane and the data
plane. The introduction of Software-Defined Networking (SDN) separated these planes, and …

Revolutionizing future connectivity: A contemporary survey on AI-empowered satellite-based non-terrestrial networks in 6G

S Mahboob, L Liu - IEEE Communications Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Non-Terrestrial Networks (NTN) are expected to be a critical component of 6th Generation
(6G) networks, providing ubiquitous, continuous, and scalable services. Satellites emerge as …

Dynamic routings in satellite networks: An overview

X Cao, Y Li, X Xiong, J Wang - Sensors, 2022 - mdpi.com
The Satellite network is an important part of the global network. However, the complex
architecture, changeable constellation topology, and frequent inter-satellite connection …

D-vine: Dynamic virtual network embedding in non-terrestrial networks

I Maity, TX Vu, S Chatzinotas… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
In this paper, we address the virtual network embedding (VNE) problem in non-terrestrial
networks (NTNs) enabling dynamic changes in the virtual network function (VNF) …

Delay-aware and Resource-efficient VNF placement in 6G Non-Terrestrial Networks

Y Yue, X Tang, W Yang, X Zhang… - 2023 IEEE Wireless …, 2023 - ieeexplore.ieee.org
Virtual Network Function (VNF) placement in NTNs is challenging because Non-Terrestrial
Networks (NTNs), such as satellite networks, have limited resources regarding …

Service customized space-air-ground integrated network for immersive media: Architecture, key technologies, and prospects

L Wei, J Shuai, Y Liu, Y Wang… - China …, 2022 - ieeexplore.ieee.org
The space-air-ground integrated network (SAGIN) is regarded as the key approach to
realize global coverage in future network and it reaches broad access for various services …

An energy-efficient topology design and DDoS attacks mitigation for green software-defined satellite network

Z Tu, H Zhou, K Li, M Li, A Tian - IEEE Access, 2020 - ieeexplore.ieee.org
As the continuous in-depth research of sixth generation (6G) technology, the satellite
networks in the Space-Air-Ground Integrated Network (SAGIN) have received more and …

[HTML][HTML] AQROM: A quality of service aware routing optimization mechanism based on asynchronous advantage actor-critic in software-defined networks

W Zhou, X Jiang, Q Luo, B Guo, X Sun, F Sun… - Digital Communications …, 2024 - Elsevier
Abstract In Software-Defined Networks (SDNs), determining how to efficiently achieve
Quality of Service (QoS)-aware routing is challenging but critical for significantly improving …

Trends, Advancements and Challenges in Intelligent Optimization in Satellite Communication

P Krajsic, V Suess, Z Cao, R Kowalczyk… - arXiv preprint arXiv …, 2024 - arxiv.org
Efficient satellite communications play an enormously important role in all of our daily lives.
This includes the transmission of data for communication purposes, the operation of IoT …

DRL-Based Load-Balancing Routing Scheme for 6G Space–Air–Ground Integrated Networks

F Dong, J Song, Y Zhang, Y Wang, T Huang - Remote Sensing, 2023 - mdpi.com
Due to the rapid development of the space–air–ground integrated network (SAGIN), a
satellite communication system has the advantages of wide coverage and low requirements …