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

[PDF][PDF] A Study on Intelligent Resource Allocation Based on Deep Learning for Internet of Things

F Tang - 2019 - tohoku.repo.nii.ac.jp
traffic prediction based novel intelligent channel assignment … learning based traffic load
prediction in SDN-IoT compare … respectively design three traffic load prediction algorithms to suit …

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 …

[HTML][HTML] 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 survey on traffic prediction and classification in sdn

DJ Hemanth - Intell. Syst. Comput. Technol, 2020 - books.google.com
… 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

[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

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-…

Machine learning and deep learning based traffic classification and prediction in software defined networking

AŞR Mohammed, SA Mohammed… - … on Measurements & …, 2019 - ieeexplore.ieee.org
… Then DL based prediction algorithm was coupled with a DL based channel assignment … ,
“An intelligent traffic load prediction-based adaptive channel assignment algorithm in sdn-iot: A …

Routing optimization in sdn using scalable load prediction

M Majdoub, A El Kamel… - 2019 Global Information …, 2019 - ieeexplore.ieee.org
… An intelligent traffic load prediction-based adaptive channel assignment algorithm in sdn-iot:
A deep learning approach. IEEE Internet of Things Journal, 5(6):5141–5154, 2018. …