Roracle: Enabling Lookahead Routing for Scalable Traffic Engineering with Supervised Learning

M Ye, J Zhang, Z Guo, HJ Chao - 2023 IEEE 31st International …, 2023 - ieeexplore.ieee.org
Traditional Traffic Engineering (TE) usually balances the load on network links by
formulating and solving a routing optimization problem based on measured Traffic Matrices …

Q-Learning Algorithm Inspired Objective Function Optimization For IETF 6TiSCH Networks

T Bekar, S Görmüş, B Aydın… - … Conference on Smart …, 2023 - ieeexplore.ieee.org
Nowadays, Wireless Sensor Networks (WSNs) are effectively used in a wide range of
application areas such as environmental monitoring, home automation, control of …

RIP and OSPF routing protocol analysis on defined network software

MA Aulia, AA Sukmandhani… - 2022 International …, 2022 - ieeexplore.ieee.org
In building a network, routing technology is needed to connect between networks. Software-
Defined Network (SDN) is a network paradigm where the control plane is separate from the …

Bio-inspired deep residual neural network learning model for QoS routing enhancement in mobile ad-hoc networks

S Tamizharasi, B Arunadevi, SN Deepa - Wireless Networks, 2023 - Springer
In mobile ad-hoc networks (MANETs) always the quality-of-service (QoS) routing problem
remains to exist and as a non-deterministic polynomial hard problem it is necessary to …

User QoE-based adaptive routing system for future Internet CDN

HA Tran, A Mellouk, S Hoceini… - 2012 Computing …, 2012 - ieeexplore.ieee.org
The most important tendency of future Internet architectures is maintaining the best Quality of
Experience (QoE), which represents the subjective perception of end-users using network …

[PDF][PDF] FTC-OF: Forwarding traffic consciousness objective function for RPL routing protocol

AE Hassani, A Sahel, A Badri - International Journal of …, 2021 - pdfs.semanticscholar.org
The diversity of Internet of Things applications require a flexible routing protocol to cope with
several constraints. In this context, the RPL protocol was designed to meet the needs of IoT …

[PDF][PDF] Comparative performance evaluation of RIP with OSPF routing protocol

ZA Yau, KC Arun - … of Applied Technology and Innovation (e …, 2021 - jati.sites.apiit.edu.my
Routing protocols are a set of rules used by routers to exchange data between source and
destination devices. There are quite a number of routing protocols, out of which, Routing …

RPR: Reliable path routing protocol to mitigate congestion in critical IoT applications

J Pushpa Mettilsha, MK Sandhya, K Murugan - Wireless Networks, 2021 - Springer
Abstract The Internet of Things (IoT), which builds a large network of billions and trillions of"
things” that interact with each other, faces many technological and application challenges …

Adaptive quality of service‐based routing approaches: development of neuro‐dynamic state‐dependent reinforcement learning algorithms

A Mellouk, S Hoceini, Y Amirat - International Journal of …, 2007 - Wiley Online Library
In this paper, we propose two adaptive routing algorithms based on reinforcement learning.
In the first algorithm, we have used a neural network to approximate the reinforcement …

Machine Learning Oriented Dynamic Cost Factors-Based Routing in Communication Networks

R Misra, RJ Pandya - … in Communications, Signal Processing, and VLSI …, 2021 - Springer
Increasing Internet usage leads us to the increased number of users in communication
networks. This results in high data rate loading in the networks and increases the blocking …