[HTML][HTML] LSTM-based DWBA prediction for tactile applications in optical access network
Historically, the optical access network (OAN) plays a crucial role of supporting emerging
new services such as 4 k, 8 k multimedia streaming, telesurgery, augmented reality (AR) …
new services such as 4 k, 8 k multimedia streaming, telesurgery, augmented reality (AR) …
Deep learning-based dynamic bandwidth allocation for future optical access networks
Over the last decade, Passive Optical Networks (PONs) have emerged as an ideal
candidate for next-generation broadband access networks. Meanwhile, machine learning …
candidate for next-generation broadband access networks. Meanwhile, machine learning …
Machine learning based bandwidth prediction in tactile heterogeneous access networks
We present the use of machine learning to predict bandwidth demand over heterogeneous
optical-wireless networks, and propose a novel predictive bandwidth allocation algorithm …
optical-wireless networks, and propose a novel predictive bandwidth allocation algorithm …
Dynamic bandwidth allocation algorithm with demand forecasting mechanism for bandwidth allocations in 10-gigabit-capable passive optical network
Abstract 10G-passive optical network (XG-PON) provides an emerging potential technology
to carry multiple services for the first-mile access network. However, it offers 0.3 ms …
to carry multiple services for the first-mile access network. However, it offers 0.3 ms …
Predictive resource allocation for Tactile Internet capable passive optical LANs
The Tactile Internet promises new applications and services that harness real-time human-
machine interactions to revolutionize our everyday life. Its realization however, necessitates …
machine interactions to revolutionize our everyday life. Its realization however, necessitates …
Dynamic wavelength and bandwidth allocation using adaptive linear prediction in WDM/TDM Ethernet passive optical networks
Y Lu, Y Guo, C He - Journal of Shanghai Jiaotong University (Science), 2009 - Springer
Hybrid wavelength-division-multiplexing (WDM)/time-division-multiplexing (TDM) ethernet
passive optical networks (EPONs) can achieve low per-subscriber cost and scalability to …
passive optical networks (EPONs) can achieve low per-subscriber cost and scalability to …
Topology-Aware-based Traffic Prediction Mechanism for Elastic Cognitive Optical Networks
Elastic cognitive optical network (ECON) embeds artificial intelligence technology into
network management to enable resource self-optimization ability, which has aroused the …
network management to enable resource self-optimization ability, which has aroused the …
A nonlinear-predictive QoS-promoted dynamic bandwidth allocation scheme for triple-play services in ethernet passive optical networks
JW Peng, CJ Chang, PL Tien - GLOBECOM 2009-2009 IEEE …, 2009 - ieeexplore.ieee.org
This paper proposes a nonlinear-predictive QoS-promoted dynamic bandwidth allocation
(NQ-DBA) scheme for upstream transmission in Ethernet passive optical network (EPON) …
(NQ-DBA) scheme for upstream transmission in Ethernet passive optical network (EPON) …
A deep learning based dynamic bandwidth allocation method for XG-PON based mobile fronthaul for CRAN
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 …
Network (TDM-PON) for mobile fronthaul (MFH) in centralized/cloud radio access network …
Predictive bandwidth allocation scheme with traffic pattern and fluctuation tracking for TDM-PON-based mobile fronthaul
D Hisano, H Uzawa, Y Nakayama… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
In future radio access systems, since the number of mobile base stations will increase to
cope with the increasing mobile traffic, the number of mobile fronthaul (MFH) links will also …
cope with the increasing mobile traffic, the number of mobile fronthaul (MFH) links will also …