Results 61 to 70 of about 1,223,503 (165)

Toward a Multi-Layer Defence Framework for Securing Near-Real-Time Operations in Open RAN

open access: yesIEEE Open Journal of the Communications Society
Securing the near-real-time (near-RT) control operations in Open Radio Access Networks (Open RAN) is increasingly critical, yet remains insufficiently addressed, as new runtime threats target the control loop while the system is operational.
Hamed Alimohammadi   +4 more
doaj   +1 more source

O-RAN-Enabled Deep Ranking-Assisted Beam Management for Near-Field RIS-Assisted 6G Heterogeneous Networks

open access: yesIEEE Access
Large reconfigurable intelligent surfaces (RISs) can improve coverage and spectral efficiency in sixth-generation (6G) networks, but their electrically large apertures make beam management substantially more difficult. In the near-field region, RIS beams
Ahmed Abdelreheem   +4 more
doaj   +1 more source

A Dual-Tier Framework for Intrusion Detection and Mitigation in 5G Open-RAN

open access: yesIEEE Open Journal of the Communications Society
Open-RAN is transforming 5G and Beyond-5G networks by promoting openness, flexibility, and interoperability across network components. However, this architectural shift introduces new security challenges due to expanded attack surfaces, distributed ...
Gunasekaran Raja   +4 more
doaj   +1 more source

Evaluating Mesh Communications in Disaggregated Near-RT RIC for 5G Open RAN: a Functional and Performance Analysis

open access: yes
The paradigm shift towards the fifth generation of mobile networks (5G) has entailed a transition from a monolithic architecture to a completely disaggregated microservice-based architecture of network functions.
Sofia Montebugnoli   +2 more
core   +1 more source

xApp Empowered Resource Management for Non-Terrestrial Users in 5G O-RAN Networks

open access: yesIEEE Transactions on Machine Learning in Communications and Networking
This paper introduces a proactive Unmanned Aerial Vehicle (UAV) mobility management xApp for Open Radio Access Network (O-RAN) Near Real-Time Radio Intelligent Controller (Near-RT RIC) environments, employing Double Deep Q-Network (DDQN) reinforcement ...
Mohammed M. H. Qazzaz   +4 more
doaj   +1 more source

Actor-Critic Network for O-RAN Resource Allocation: xApp Design, Deployment, and Analysis [PDF]

open access: yes, 2022
Open Radio Access Network (O-RAN) has introduced an emerging RAN architecture that enables openness, intelligence, and automated control. The RAN Intelligent Controller (RIC) provides the platform to design and deploy RAN controllers.
Kouchaki, Mohammadreza, Marojevic, Vuk
core  

Edge Intelligence-Based RAN Architecture for 6G Internet of Things

open access: yes, 2022
Edge Intelligence, which blends Artificial Intelligence (AI) with Radio Access Network (RAN) and edge computing, is recommended as a crucial enabling technology for 6G to accommodate intelligent and efficient applications. In this study, we proposed Edge
Fengyi Yang   +4 more
core   +1 more source

Task-Specific Sharpness-Aware O-RAN Resource Management Using Multi-Agent Reinforcement Learning

open access: yesIEEE Transactions on Machine Learning in Communications and Networking
Next-generation networks utilize the Open Radio Access Network (O-RAN) architecture to enable dynamic resource management, facilitated by the RAN Intelligent Controller (RIC).
Fatemeh Lotfi   +2 more
doaj   +1 more source

Cyrus+: A DRL-Based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN

open access: yesIEEE Transactions on Machine Learning in Communications and Networking
Puncturing is a promising technique in 3GPP to multiplex Enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low Latency Communications (URLLC) traffic on the same 5G New Radio (NR) air interface. The essence of puncturing is to transmit URLLC packets on
Ehsan Ghoreishi   +5 more
doaj   +1 more source

FlexScale: scalable and efficient management approach for near-RT RIC in O-RAN [PDF]

open access: yes
The Near-Real-Time (Near-RT) Radio Access Network (RAN) Intelligent Controller (RIC) in the Open RAN (O-RAN) architecture provides flexibility and programmability, enabling dynamic network management through Machine Learning based applications known as ...
Kumar, Sunil   +2 more
core  

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