Traffic-estimation-based low-latency XGS-PON mobile front-haul for small-cell C-RAN based on an adaptive learning neural network

AM Mikaeil, W Hu, SB Hussain, A Sultan - Applied Sciences, 2018 - mdpi.com
In this paper, we propose a novel method for low-latency 10-Gigabit-capable symmetric
passive optical network (XGS-PON) mobile front-haul for small cell cloud radio access …

A low-latency traffic estimation based TDM-PON mobile front-haul for small cell cloud-RAN employing feed-forward artificial neural network

AM Mikaeil, W Hu, SB Hussain - 2018 20th International …, 2018 - ieeexplore.ieee.org
This introduces a novel method for low-latency time-division multiplexing passive optical
networks (TDM-PONs) mobile front-haul for small cell cloud radio access network (C-RAN) …

Gated recurrent unit based prediction model for front haul with XG-PON in CRAN architecture

T Theresal, AB Therese - Optik, 2022 - Elsevier
Abstract 10 Gigabit Passive Optical Network (XG-PON) is a well-advanced and cost-effective
front-haul solution for Cloud Radio Access Network architecture (CRAN). Whose foremost …

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 …

Optimized XG-PON DBA mechanism for front-haul upstream traffic in virtualized small cell cloud-RAN architecture

AM Mikaeil, W Hu - NOMS 2018-2018 IEEE/IFIP Network …, 2018 - ieeexplore.ieee.org
Time division multiplexing passive optical networks (TDM-PONs) technologies are viewed
as an attractive solution for flexible and cost-effective mobile front-haul for dense …

Performance evaluation of XG-PON based mobile front-haul transport in cloud-RAN architecture

AM Mikaeil, W Hu, T Ye, SB Hussain - Journal of Optical …, 2017 - opg.optica.org
Time division multiplexing passive optical network (TDM-PON) technologies are viewed as
an attractive solution for flexible and cost-efficient mobile front-haul for cloud radio access …

Performance analysis of dynamic service interval based DBA method in XGS-PON based mobile fronthaul for small cell CRAN

G Garima, V Jha, RK Singh - 2022 IEEE 13th Annual …, 2022 - ieeexplore.ieee.org
10-gigabit symmetrical passive optical network (XGS-PON) is capable of providing data rate
of 10 Gbps in both directions ie, upstream and downstream. This data rate makes XGS-PON …

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 …

A novel dynamic bandwidth allocation scheme for xgpon based mobile fronthaul for small cell cran

V Jha, RK Singh - Optical Switching and Networking, 2022 - Elsevier
Time division multiplexing passive optical networks (TDM-PON) have emerged as a
promising technology for mobile fronthaul for small cell CRAN. The performance of such …

A low cost PON-FSO based fronthaul solution for 5G CRAN architecture

SS Jaffer, A Hussain, MA Qureshi, J Mirza… - Optical Fiber …, 2021 - Elsevier
The continuous growth in mobile network traffic driven by the extensive range of new user
applications, for instance, interactive e-learning, social networking sites, remote medical …