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Joint User-Slice Pairing and Association Framework Based on H-NOMA in RAN Slicing [PDF]

open access: yesSensors, 2022
Multiservice cellular in Radio Access Network (RAN) Slicing has recently attained huge interest in enhancing isolation and flexibility. However, RAN slicing in heterogeneous networks (HetNet) architecture is not adequately explored. This study proposes a
Mai A. Riad   +2 more
doaj   +4 more sources

DeSlice: An Architecture for QoE-Aware and Isolated RAN Slicing [PDF]

open access: yesSensors, 2023
Network slicing is considered a key feature of 5G and beyond cellular systems. It opens the door for new business models of mobile operators, enables new services, reduces costs with advanced infrastructure-sharing techniques, and improves heterogeneous ...
Mikhail Liubogoshchev   +4 more
doaj   +2 more sources

RAN Slicing Performance Tradeoffs: Timing Versus Throughput Requirements

open access: yesIEEE Open Journal of the Communications Society, 2022
The coexistence of diverse services with heterogeneous requirements is a fundamental feature of 5G. This necessitates efficient Radio Access Network (RAN) slicing, defined as sharing of the wireless resources among diverse services while guaranteeing ...
Federico Chiariotti   +4 more
doaj   +4 more sources

Multi-task meta-initialized DQN for fast adaptation to unseen slicing tasks in O-RAN. [PDF]

open access: yesPLoS ONE
The open radio access network (O-RAN) architecture facilitates intelligent radio resource management via RAN intelligent controllers (RICs). Deep reinforcement learning (DRL) algorithms are integrated into RICs to address dynamic O-RAN slicing challenges.
Bosen Zeng, Xianhua Niu
doaj   +2 more sources

Latency-Sensitive 5G RAN Slicing for Industry 4.0 [PDF]

open access: yesIEEE Access, 2019
Network slicing is a novel 5G paradigm that exploits the virtualization and softwarization of networks to create different logical network instances over a common network infrastructure.
Jan Garcia-Morales   +2 more
doaj   +4 more sources

Optimizing Open Radio Access Network Systems with LLAMA V2 for Enhanced Mobile Broadband, Ultra-Reliable Low-Latency Communications, and Massive Machine-Type Communications: A Framework for Efficient Network Slicing and Real-Time Resource Allocation [PDF]

open access: yesSensors
This study presents an advanced framework integrating LLAMA_V2, a large language model, into Open Radio Access Network (O-RAN) systems. The focus is on efficient network slicing for various services.
H. Ahmed Tahir   +3 more
doaj   +2 more sources

Cooperative-Aware Radio Resource Allocation Scheme for 5G Network Slicing in Cloud Radio Access Networks [PDF]

open access: yesSensors, 2023
The 5G network is designed to serve three main use cases: enhanced mobile broadband (eMBB), massive machine-type communications (mMTC), and ultra-reliable and low-latency communications (uRLLC).
Salman A. AlQahtani
doaj   +2 more sources

Heterogeneous Public Safety Network Architecture Based on RAN Slicing

open access: yesIEEE Access, 2017
Efficient communications are of paramount importance to improve public safety (PS) operations allowing better coordination, higher situation awareness, lower response times, and higher efficiency during emergency.
Dania Marabissi, Romano Fantacci
doaj   +3 more sources

Generation of a network slicing dataset: The foundations for AI-based B5G resource management [PDF]

open access: yesData in Brief
This paper presents a comprehensive network slicing dataset designed to empower artificial intelligence (AI), and data-based performance prediction applications, in 5G and beyond (B5G) networks.
Miquel Farreras   +3 more
doaj   +2 more sources

Hierarchical Reinforcement Learning Based Resource Allocation for RAN Slicing

open access: yesIEEE Access
As the complexity of wireless mobile networks increases significantly, artificial intelligence (AI) and machine learning (ML) have become key enablers for radio resource management and orchestration.
Hasan Anil Akyildiz   +3 more
doaj   +3 more sources

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