[HTML][HTML] DRL-based routing algorithm with guaranteed loss, latency and bandwidth in SDN networks: Application of online video conferencing

J Zhang, RO Yahya - Journal of King Saud University-Computer and …, 2023 - Elsevier
Technology development in traffic engineering has led to the re-architecting of Online Video
Conferencing Services (OVCS) through Software-Defined Networking (SDN) to provide …

DRSIR: A deep reinforcement learning approach for routing in software-defined networking

DM Casas-Velasco, OMC Rendon… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Traditional routing protocols employ limited information to make routing decisions, which
leads to slow adaptation to traffic variability and restricted support to the quality of service …

Routing strategy for SDN large flow based on deep reinforcement learning

Y Ke, J Wang, C Yan, J Yao - 2022 IEEE Intl Conf on Parallel & …, 2022 - ieeexplore.ieee.org
With the expansion of network scale, traditional routing strategies in Software-Defined
Networking (SDN) have difficulty adapting to fast traffic variability. The large flow in the …

[HTML][HTML] A fuzzy delay-bandwidth guaranteed routing algorithm for video conferencing services over SDN networks

J Gong, A Rezaeipanah - Multimedia Tools and Applications, 2023 - Springer
Video conferencing is one of the advanced technologies for users that allows online
communication despite long distances. High quality communication and ongoing support for …

[PDF][PDF] RL-ROUTING: A DEEP REINFORCEMENT LEARNING SDN ROUTING ALGORITHM

V Rajkumar, V Maniraj - JOURNAL OF EDUCATION …, 2021 - academia.edu
Networks Communication are hard to describe, forecast as that are extremely sophisticated
and dynamic. We design an enhanced routing algorithm (RL-Routing) for solving the SDN …

DQS: A QoS-driven routing optimization approach in SDN using deep reinforcement learning

LPA Sanchez, Y Shen, M Guo - Journal of Parallel and Distributed …, 2024 - Elsevier
In recent decades, the exponential growth of applications has intensified traffic demands,
posing challenges in ensuring optimal user experiences within modern networks. Traditional …

A fuzzy based routing approach for improving online conferencing services in software defined networking

J Cheng, X Zhu, S Abedi - Cybernetics and Systems, 2023 - Taylor & Francis
In recent years, the provision of applications based on conferencing services over Software-
Defined Networking (SDN) is increasing. So far, extensive studies have been conducted on …

CoDRL: Intelligent packet routing in SDN using convolutional deep reinforcement learning

P Swain, U Kamalia, R Bhandarkar… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Software Defined Networking (SDN) provides opportunities for flexible and dynamic traffic
engineering. However, in current SDN systems, routing strategies are based on traditional …

Survey on reinforcement learning based efficient routing in SDN

HN Quach, S Yeom, K Kim - The 9th International Conference on Smart …, 2020 - dl.acm.org
Traffic on the Internet is growing exponentially around the globe, and SDN (Software
Defined Network) becomes very attractive to network research communities. The trend …

An intelligent fuzzy-based routing algorithm for video conferencing service provisioning in software defined networking

C Wu, Y Zhang, N Li, A Rezaeipanah - Telecommunication Systems, 2023 - Springer
The requirements for providing video conferencing services through Software-Defined
Networking (SDN) are growing. The importance of this issue has been recognized by the …