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 …

[HTML][HTML] Reinforcement learning-based routing protocols in vehicular ad hoc networks for intelligent transport system (its): A survey

J Lansky, AM Rahmani, M Hosseinzadeh - Mathematics, 2022 - mdpi.com
Today, the use of safety solutions in Intelligent Transportation Systems (ITS) is a serious
challenge because of novel progress in wireless technologies and the high number of road …

Topology-Aware Resilient Routing Protocol for FANETs: An Adaptive Q-Learning Approach

Y Cui, Q Zhang, Z Feng, Z Wei, C Shi… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Flying ad hoc networks (FANETs) play a crucial role in numerous military and civil
applications since it shortens mission duration and enhances coverage significantly …

Reliable and Scalable Routing Under Hybrid SDVN Architecture: A Graph Learning Based Method

Z Li, L Zhao, G Min, AY Al-Dubai… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Greedy routing efficiently achieves routing solutions for vehicular networks due to its
simplicity and reliability. However, the existing greedy routing algorithms have mainly …

SDN-Based VANET Routing: A Comprehensive Survey on Architectures, Protocols, Analysis, and Future Challenges

NH Hussein, SP Koh, CT Yaw, SK Tiong… - IEEE …, 2024 - ieeexplore.ieee.org
As the automotive and telecommunication industries advance, more vehicles are becoming
connected, leading to the realization of intelligent transportation systems (ITS). Vehicular ad …

[PDF][PDF] Networking controller based real time traffic prediction in clustered vehicular adhoc networks

TS Balaji, S Srinivasan - Intelligent Automation & Soft …, 2023 - cdn.techscience.cn
The vehicular ad hoc network (VANET) is an emerging network technology that has gained
popularity because to its low cost, flexibility, and seamless services. Software defined …

An Intelligent Traffic Pattern Analysis and Optimization Using Machine Learning in SDN Enable Network Infrastructure

MN Pathan, FI Fahim, S Akter… - 2023 5th International …, 2023 - ieeexplore.ieee.org
Nowadays a large number of traffic passes through the network. However, the network
system is unreliable and has safety issues. Different attacking activities may arise on the …

[PDF][PDF] IMPROVING THE QUALITY OF VANET COMMUNICATION USING FEDERATED PEER-TO-PEER LEARNING.

TR Ramesh, R Raghavendra… - ICTACT Journal on …, 2023 - ictactjournals.in
Abstract Vehicular Ad hoc Networks (VANETs) are one of the most advanced transportation
networks that have attracted much attention in recent years. The VANETs are characterized …