Dynamic bandwidth allocation algorithm based on extreme learning machine in passive optical networks

J Du, M Zhang, J Cai, H Zhang, F Wan - Optical Engineering, 2023 - spiedigitallibrary.org
10 gigabit passive optical network (XGPON) is considered to be an efficient and energy-
saving solution for bandwidth resource allocation in mobile fronthaul (MFH), as it …

Dynamic bandwidth allocation based on adaptive predictive for low latency communications in changing passive optical networks environment

B Cao, X Zheng, K Yuan, D Qin, Y Hong - Optical Fiber Technology, 2021 - Elsevier
The industry is considering redesigning the architecture of optical access networks (PONs)
to address the challenges of 5G developments. One of the major challenges is to achieve …

Traffic estimation based on long short-term memory neural network for mobile front-haul with XG-PON

M Zhang, B Xu, X Li, Y Cai, B Wu, K Qiu - Chinese Optics Letters, 2019 - opg.optica.org
A novel predictive dynamic bandwidth allocation (DBA) method based on the long short-
term memory (LSTM) neural network is proposed for a 10-gigabit-capable passive optical …

Deep learning-based dynamic bandwidth allocation for future optical access networks

JA Hatem, AR Dhaini, S Elbassuoni - IEEE Access, 2019 - ieeexplore.ieee.org
Over the last decade, Passive Optical Networks (PONs) have emerged as an ideal
candidate for next-generation broadband access networks. Meanwhile, machine learning …

[PDF][PDF] Dynamic Bandwidth Allocation in optical network using machine learning

S Rai, AK Garg - Jilin Daxue Xuebao (Gongxueban) …, 2021 - tianjindaxuexuebao.com
This review paper reflects the benefits of Dynamic Bandwidth Allocation (DBA), which
explains bandwidth allocation in the PON (Passive optical network) network. By raising the …

Dynamic Bandwidth Allocation Based on Ensemble Learning Predicition for Optical Access Networks

X Zheng, K Yuan, B Cao, T Wang - 2020 IEEE 4th Information …, 2020 - ieeexplore.ieee.org
In order to make the existing Ethernet passive optical network can cope with the increasing
demand of network traffic in the future and adapt to the low delay transmission …

ANFIS-DBA: ANFIS Based Dynamic Bandwidth Allocation Scheme for Latency Driven Cost Effective Next Generation PON

E Inaty, G Akkad, M Maier - IEEE Transactions on Network and …, 2024 - ieeexplore.ieee.org
Motivated by the six generation (6G) system's stringent latency and throughput
requirements, we propose a high performance dynamic bandwidth allocation (DBA) scheme …

Dynamic Bandwidth allocation algorithm based on traffic classification with the aid of LSTM and GRU for industrial passive optical networks

Y Wang, F Wang, Q Tian, D Sun, P Hu… - 2023 21st …, 2023 - ieeexplore.ieee.org
With the rapid development of the Industrial Internet of Things (IIoT), the Industrial Passive
Optical Network (IPON) has become an important technology to meet the future needs of …

A deep learning based dynamic bandwidth allocation method for XG-PON based mobile fronthaul for CRAN

V Jha, RK Singh - Computer Networks, 2024 - Elsevier
In the context of 5G and beyond era, the use of Time Division Multiplexed Passive Optical
Network (TDM-PON) for mobile fronthaul (MFH) in centralized/cloud radio access network …

Machine intelligence in supervising bandwidth allocation for low-latency communications

L Ruan, I Dias, E Wong - 2019 IEEE 20th International …, 2019 - ieeexplore.ieee.org
This paper presents the exploitation of an artificial neural network (ANN) to facilitate insights
into existing bandwidth allocation schemes in optical access networks and supervise …