Intelligent traffic management and load balance based on spike ISDN-IoT

NAS Al-Jamali, HS Al-Raweshidy - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
… partial overlapping channel assignment to route traffic in a wireless SDN-IoT network, which
intelligent traffic load prediction-based adaptive channel assignment algorithm in SDN-IoT: …

Joint traffic control and multi-channel reassignment for core backbone network in SDN-IoT: a multi-agent deep reinforcement learning approach

T Wu, P Zhou, B Wang, A Li, X Tang… - … on Network Science …, 2020 - ieeexplore.ieee.org
… are the central themes of many prior studies of channel assignment in SDN-IoT [22], [23]. [22…
“An intelligent traffic load prediction-based adaptive channel assignment algorithm in sdn-iot

ILBPS: An Integrated Optimization Approach Based on Adaptive Load-Balancing and Heuristic Path Selection in SDN

Z Ye, G Sun, M Guizani - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
… to predict network traffic and apply them to load-balancing. Moreover, to further test the effect
of ensemble optimization on the network, we introduce the heuristic algorithm into the path …

A survey on traffic prediction and classification in sdn

DJ Hemanth - Intell. Syst. Comput. Technol, 2020 - ebooks.iospress.nl
… The network congestion prediction based on the predicted future traffic is very much … an
adaptive channel assignment algorithm in SDN-IoT based on the predicted future network traffic

Resource allocation with edge-cloud collaborative traffic prediction in integrated radio and optical networks

B Bao, H Yang, Q Yao, L Guan, J Zhang… - IEEE Access, 2023 - ieeexplore.ieee.org
Prediction based on unilateral perspective may lead to inappropriate resource … Ding, ‘‘Joint
traffic control and multi-channel reassignment for core backbone network in SDN-IoT: A multi-…

Intelligent traffic management in next-generation networks

O Aouedi, K Piamrat, B Parrein - Future internet, 2022 - mdpi.com
… In summary, research on the integrated SDN and ML for intelligent traffic network management
… who would like to delve into the field of intelligent traffic networks and their applications. …

A computationally intelligent framework for traffic engineering and congestion management in software-defined network (SDN)

LL Prasanth, E Uma - EURASIP Journal on Wireless Communications and …, 2024 - Springer
… the prediction algorithm was coupled with a DL-based channel assignment algorithm to route
traffic. … Their study introduces the SDN-IoT framework, incorporating an improved Sailfish …

[HTML][HTML] Reliable paths prediction with intelligent data plane monitoring enabled reinforcement learning in SD-IoT

C Jisi, B Roh, J Ali - Journal of King Saud University-Computer and …, 2024 - Elsevier
… The deep learning-based model forecasts the future load and congestion in the network.
Then, a deep learning-based channel assignment algorithm intelligently allocates the channel

IoT Pro-Active SDN: A Smart Predictive-Based Approach for IoT Devices in SDN

MZ Uddin, SMF Iradat - 2024 11th International Conference on …, 2024 - ieeexplore.ieee.org
… This study presents an intelligent framework that combines time-series analysis to anticipate
adaptive network setup, and machine learning (ML) and deep learning (DL) algorithms for …

A predictive SD‐WAN traffic management method for IoT networks in multi‐datacenters using deep RNN

Z Nazemi Absardi, R Javidan - IET Communications, 2024 - Wiley Online Library
… (DBA) to predict the future traffic load and congestion. Then, they introduced a channel
assignment algorithm based on deep learning to assign appropriate channels in SDN-IoT to sup…