Blockchain-based computing resource trading in autonomous multi-access edge network slicing: A dueling double deep Q-learning approach

T Kwantwi, G Sun, NAE Kuadey… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We investigate the computing resource allocation in multi-access edge network slicing (NS)
in the context of revenue and multi-access edge computing (MEC) resource management …

Consortium blockchain-based spectrum trading for network slicing in 5G RAN: A multi-agent deep reinforcement learning approach

GO Boateng, G Sun, DA Mensah… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Network slicing (NS) is envisioned as an emerging paradigm for accommodating different
virtual networks on a common physical infrastructure. Considering the integration of …

Blockchain-enabled resource trading and deep reinforcement learning-based autonomous RAN slicing in 5G

GO Boateng, D Ayepah-Mensah… - … on Network and …, 2021 - ieeexplore.ieee.org
The advent of radio access network (RAN) slicing is envisioned as a new paradigm for
accommodating different virtualized networks on a single infrastructure in 5G and beyond …

Deep reinforcement learning for edge computing resource allocation in blockchain network slicing broker framework

Y Gong, S Sun, Y Wei, M Song - 2021 IEEE 93rd Vehicular …, 2021 - ieeexplore.ieee.org
With the constant development of 5G technology, such as softwareization and virtualization,
the novel concept of network slicing has been appeared. Blockchain is a decentralized …

Edgeslice: Slicing wireless edge computing network with decentralized deep reinforcement learning

Q Liu, T Han, E Moges - 2020 IEEE 40th International …, 2020 - ieeexplore.ieee.org
5G and edge computing will serve various emerging use cases that have diverse
requirements of multiple resources, eg, radio, transportation, and computing. Network slicing …

Constraint-aware deep reinforcement learning for end-to-end resource orchestration in mobile networks

Q Liu, N Choi, T Han - 2021 IEEE 29th International …, 2021 - ieeexplore.ieee.org
Network slicing is a promising technology that allows mobile network operators to efficiently
serve various emerging use cases in 5G. It is challenging to optimize the utilization of …

Resource allocation with admission control for GBR and delay QoS in 5G network slices

TVK Buyakar, H Agarwal, BR Tamma… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
Network slicing is an integral part of 5G, which supports next-generation wireless
applications over a shared network infrastructure. It paves the way to leverage the full …

Deep Q-learning-based dynamic network slicing and task offloading in edge network

Y Chiang, CH Hsu, GH Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Recently, Edge Computing (EC) has become a promising enabler to support emerging
applications in 5G mobile networks by offloading compute-intensive tasks from devices to …

Make Rental Reliable: Blockchain-Based Network Slice Management Framework with SLA Guarantee

X Luo, K Xue, J Li, R Li, DSL Wei - IEEE Communications …, 2023 - ieeexplore.ieee.org
To provide customized and high-quality network services under limited network resources,
the 5G introduces the network slicing technology that divides physical networks into several …

Two-Tier Resource Allocation for Multi-Tenant Network Slicing: A Federated Deep Reinforcement Learning Approach

R Ou, G Sun, D Ayepah-Mensah… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Fifth-generation (5G) wireless networks enable gigabit-per-second data speeds, minimal
latency, and reliable Internet of Things (IoT) connectivity. Thus, network slicing (NS) has …