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Deep reinforcement learning for mobile 5G and beyond: Fundamentals, applications, and challenges
Future-generation wireless networks (5G and beyond) must accommodate surging growth in
mobile data traffic and support an increasingly high density of mobile users involving a …
mobile data traffic and support an increasingly high density of mobile users involving a …
Deep reinforcement learning for resource management on network slicing: A survey
JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …
PSACCF: Prioritized online slice admission control considering fairness in 5G/B5G networks
5G/B5G is intended to support various services with the assistance of network slices, and
each slice requires adequate resources to provide the prenegotiated service quality. The …
each slice requires adequate resources to provide the prenegotiated service quality. The …
Towards enabling critical mMTC: A review of URLLC within mMTC
Massive machine-type communication (mMTC) and ultra-reliable and low-latency
communication (URLLC) are two key service types in the fifth-generation (5G) …
communication (URLLC) are two key service types in the fifth-generation (5G) …
Intelligent radio access network slicing for service provisioning in 6G: A hierarchical deep reinforcement learning approach
Network slicing is a key paradigm in 5G and is expected to be inherited in future 6G
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
networks for the concurrent provisioning of diverse quality of service (QoS). Unfortunately …
Maximize the long-term average revenue of network slice provider via admission control among heterogeneous slices
Network slicing endows 5G/B5G with differentiated and customized capabilities to cope with
the proliferation of diversified services, whereas limited physical network resources may not …
the proliferation of diversified services, whereas limited physical network resources may not …
A survey of scheduling in 5G URLLC and outlook for emerging 6G systems
Future wireless communication is expected to be a paradigm shift from three basic service
requirements of 5th Generation (5G) including enhanced Mobile Broadband (eMBB), Ultra …
requirements of 5th Generation (5G) including enhanced Mobile Broadband (eMBB), Ultra …
Network slicing games: Enabling customization in multi-tenant mobile networks
Network slicing to enable resource sharing among multiple tenants–network operators
and/or services–is considered as a key functionality for next generation mobile networks …
and/or services–is considered as a key functionality for next generation mobile networks …
An intelligent self-sustained RAN slicing framework for diverse service provisioning in 5G-beyond and 6G networks
Network slicing is a key technology to support the concurrent provisioning of heterogeneous
Quality of Service (QoS) in the 5th Generation (5G)-beyond and the 6th Generation (6G) …
Quality of Service (QoS) in the 5th Generation (5G)-beyond and the 6th Generation (6G) …
An overview of interslice and intraslice resource allocation in B5G telecommunication networks
We are now in the first phase of the Fifth Generation (5G) network, and its full potential is still
a long way to reach. Network operators and manufacturers are preparing to release new 5G …
a long way to reach. Network operators and manufacturers are preparing to release new 5G …