The Implementation of a Machine Learning-based Routing Algorithm in a Lab-Scale Testbed

MA Ridwan, NAM Radzi, KHM Azmi… - … IEEE Symposium on …, 2023 - ieeexplore.ieee.org
High quality of service (QoS) requires monitoring and controlling parameters such as delay
and throughput. Due to network complexity, conventional QoS-improving routing algorithms …

IQoR: An intelligent QoS-aware routing mechanism with deep reinforcement learning

Y Cao, B Dai, Y Mo, Y Xu - 2020 IEEE 45th Conference on …, 2020 - ieeexplore.ieee.org
With the rapid development of Internet applications, diversified Quality of Service (QoS) has
been required in packet routing to meet the demand of various types of applications. This …

Iqor-lse: An intelligent qos on-demand routing algorithm with link state estimation

B Dai, Y Cao, Z Wu, Y Xu - IEEE Systems Journal, 2022 - ieeexplore.ieee.org
With the rapid development of Internet applications, diversified Quality of Service (QoS) has
been required in packet routing to meet the demand of various types of applications. In this …

A bio-inspired quality of service (QoS) routing algorithm

A Mellouk, S Hoceini, S Zeadally - IEEE communications letters, 2011 - ieeexplore.ieee.org
We propose in this letter a bio-inspired Quality of Service (QoS) routing algorithm that is
based on the trial/error paradigm combined with a continuous adaptive function to optimize …

QoE-Oriented Routing Mixing Application KPIs and Link Metrics through Machine Learning

L Wang, X Wu, DT Delaney - IEEE Access, 2024 - ieeexplore.ieee.org
As the complexity of network end devices and applications grows, network managers face
increasing difficulty in meeting specific end user requirements, leading to reduced user …

Towards AI-Driven on-Demand Routing in 6G Wide-Area Networks

B Dai, W Huang, X Shi, M Lv… - IEEE INFOCOM 2023-IEEE …, 2023 - ieeexplore.ieee.org
In upcoming sixth generation (6G) networks, it is a critical challenge to support a plethora of
innovative services across wide-area networks. To realize the dedicated QoS provisioning …

Routing Algorithm Design Based on Deep Reinforcement Learning and GNN

K Zhao, Z Zhao, Z Wang… - IEEE INFOCOM 2024-IEEE …, 2024 - ieeexplore.ieee.org
We researched and designed the routing algorithms GDQR and GD3QR based on deep
reinforcement learning and graph neural networks, and completed model training and per …

How would you like your packets delivered? An SDN-enabled open platform for QoS routing

C Gao, V Rajabian-Schwart, W Zhang… - 2018 IEEE/ACM 26th …, 2018 - ieeexplore.ieee.org
Traditional Internet routing is simple, scalable and robust, but cannot provide perfect QoS
support due to the current completely distributed hop-by-hop routing architecture. Software …

[PDF][PDF] Deep Reinforcement Learning-Based QoS Service Routing in Software-Defined Networks

Y Lin - 2024 - researchspace.auckland.ac.nz
In recent years, the advancement of network technologies such as 5G/6G, IoT, and NFV has
led to a proliferation of diverse services, each with unique network requirements including …

Hop-by-hop qos routing using statistical distribution-free approach

CS Yin, LT Chaw, M Yaacob - Malaysian Journal of Computer …, 2005 - ojie.um.edu.my
The advent of Quality-of-Service (QoS) routing has brought a wide range of applications to
network users. While precise network state information is critical to QoS provision …