A Novel Temporal Dynamic Wavelength Bandwidth Allocation based on Long-Short-Term-Memory in NG-EPON

AT Liem, IS Hwang, E Ganesan, SW Taju… - IEEE …, 2023 - ieeexplore.ieee.org
… message for the AF traffic type, while the predicted AF grant (AF grant predicted test) refers
to … , “Genetic expression programming: a new approach for QoS traffic prediction in EPONs,” …

Self-Adaptive Resource-Allocation Scheme Combining Traffic Prediction With User Satisfaction in Multi-Wavelength VPON

Z Xu, C Gan, L Wu, J Hui - IEEE Photonics Journal, 2022 - ieeexplore.ieee.org
… Therefore, the ANN prediction model is chosen to perform traffic prediction in this paper. …
, “Genetic expression programming: A new approach for QoS traffic prediction in EPONs,” …

Lattice based EPON energy-saving scheme analysis

M SafaeiSisakht, AA Nikoukar, H Goudarzi… - Optical Fiber …, 2020 - Elsevier
… It is predicted that until 2025, FTTH/B solutions will become … the design methodology of the
control parameter for QoS-… and incoming traffic rate, which can guarantee the QoS parameters…

QoS-aware multicast for crowdsourced 360 live streaming in SDN aided NG-EPON

E Ganesan, AT Liem, IS Hwang - IEEE Access, 2022 - ieeexplore.ieee.org
… The cisco VNI is predicted the demand for high-speed data … for NG-EPONs to facilitate the
development and operation of … traffic is given a higher priority in this article than AF traffic, on …

Intelligent Optical Networks: Challenges, Opportunities, and Applications

RK Jeyachitra, S Manochandar, MP Doss - Intelligent Communication … - taylorfrancis.com
Genetic Expression Programming (GEP) algorithm was formulated for QoS traffic prediction
… HMM and NN were used to predict network traffic in WDM networks and the flow classifier at …

5 Intelligent Optical

RK Jeyachitra, S Manochandar… - … Networks: Research and …, 2024 - books.google.com
Genetic Expression Programming (GEP) algorithm was formulated for QoS traffic prediction
… HMM and NN were used to predict network traffic in WDM networks and the flow classifier at …

Artificial Intelligence Applications in Telecommunications and other network industries

RE Balmer, SL Levin, S Schmidt - Telecommunications Policy, 2020 - Elsevier
… and new approaches for AI applications might be required. … be sliced into different
quality-of-service levels, depending on the … First, traffic prediction enables the optimization of …

Scope of machine learning applications for addressing the challenges in next‐generation wireless networks

RK Samanta, B Sadhukhan… - CAAI Transactions …, 2022 - Wiley Online Library
… datasets for upgrading the Quality of Services (QoS) [5] for the users. … spatiotemporal attributes
to predict network traffic with a higher … The above research shows that new approaches to …

[PDF][PDF] Learning Aided Auctioning for Opportunistic Scheduling in a Wireless Optical Network

A Mukhopadhyay, G Das - CoRR, 2021 - academia.edu
… The statistical multiplexing methodology in EPONs deals with traffic… In the new approach, the
ONUs serve as the LA equipped … They utilize the predicted traffic arrival value along with the …

A survey on the artificial bee colony algorithm variants for binary, integer and mixed integer programming problems

B Akay, D Karaboga, B Gorkemli, E Kaya - Applied Soft Computing, 2021 - Elsevier
… A new method for constructing feasible solutions was introduced, and pheromone updating
… maximum prediction accuracy gain. It was reported that the proposed hybrid approach can …