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 …

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 …

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 …

RPL enhancement with E-Sigma routing method

ASJ Charles, K Palanisamy, M Venugopal… - Journal of Ambient …, 2023 - Springer
Routing is the linchpin of the LLNs due to their scarcity of memory, energy and computing
resources. Efforts have been made in the past, to optimize the individual components of the …

Reinforcement Learning-based Traffic Engineering for QoS Provisioning and Load Balancing

M Ye, Y Hu, J Zhang, Z Guo… - 2023 IEEE/ACM 31st …, 2023 - ieeexplore.ieee.org
Emerging applications pose different Quality of Service (QoS) requirements for the network,
where Traffic Engineering (TE) plays an important role in QoS provisioning by carefully …