DRL-assisted reoptimization of network slice embedding on EON-enabled transport networks
SS Johari, S Taeb, N Shahriar… - … on Network and …, 2023 - ieeexplore.ieee.org
5G transport networks will support dynamic services with diverse requirements through
network slicing. Elastic Optical Networks (EONs) facilitate transport network slicing by …
network slicing. Elastic Optical Networks (EONs) facilitate transport network slicing by …
Reoptimizing network slice embedding on EON-enabled transport networks
S Taeb, N Shahriar, SR Chowdhury… - … on network and …, 2021 - ieeexplore.ieee.org
5G transport networks will support dynamic services with diverse requirements through
network slicing. Elastic Optical Networks (EONs) facilitate transport network slicing by …
network slicing. Elastic Optical Networks (EONs) facilitate transport network slicing by …
Disruption minimized bandwidth scaling in EON-enabled transport network slices
N Shahriar, M Zulfiqar, SR Chowdhury… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
Elastic Optical Networks (EONs) enable finer-grained resource allocation and tuning of
transmission configurations for right-sized resource allocation. These features make EONs …
transmission configurations for right-sized resource allocation. These features make EONs …
Reliable slicing of 5G transport networks with bandwidth squeezing and multi-path provisioning
N Shahriar, S Taeb, SR Chowdhury… - … on Network and …, 2020 - ieeexplore.ieee.org
5G network slicing allows partitioning of network resources to meet stringent end-to-end
service requirements across multiple network segments, from access to transport. These …
service requirements across multiple network segments, from access to transport. These …
Network slice reconfiguration with deep reinforcement learning under variable number of service function chains
Network slicing has been attracting attention as a technology for providing flexible services
while satisfying a wide variety of service requirements. On the network slice, individual …
while satisfying a wide variety of service requirements. On the network slice, individual …
Reliable slicing of 5G transport networks with dedicated protection
N Shahriar, S Taeb, SR Chowdhury… - … on Network and …, 2019 - ieeexplore.ieee.org
In 5G networks, slicing allows partitioning of network resources to meet stringent end-to-end
service requirements across multiple network segments, from access to transport. These …
service requirements across multiple network segments, from access to transport. These …
Toward using reinforcement learning for trigger selection in network slice mobility
Recent 5G trials have demonstrated the usefulness of the Network Slicing concept that
delivers customizable services to new and under-serviced industry sectors. However, user …
delivers customizable services to new and under-serviced industry sectors. However, user …
Network slice reconfiguration by exploiting deep reinforcement learning with large action space
It is widely acknowledged that network slicing can tackle the diverse usage scenarios and
connectivity services that the 5G-and-beyond system needs to support. To guarantee …
connectivity services that the 5G-and-beyond system needs to support. To guarantee …
Reconfiguring network slices at the best time with deep reinforcement learning
A Gausseran, RA Alliche, H Lesfari… - 2022 IEEE 11th …, 2022 - ieeexplore.ieee.org
The emerging 5G induces a great diversity of use cases, a multiplication of the number of
connections, an increase in throughput as well as stronger constraints in terms of quality of …
connections, an increase in throughput as well as stronger constraints in terms of quality of …
Dynamic network slice reconfiguration by exploiting deep reinforcement learning
It is widely acknowledged that network slicing can tackle the diverse usage scenarios and
connectivity services that the 5G-and-beyond systems need to support. To guarantee …
connectivity services that the 5G-and-beyond systems need to support. To guarantee …