Framework for Task Offloading in O‐RAN Architecture for Heterogeneous Computing Applications
This work proposes a task offloading framework in ORAN architecture, optimizing computational assignment across user devices, edge cloud, and regional cloud. By efficiently selecting processing nodes and allocating computational and radio resources, it minimizes delay while accommodating diverse latency requirements for gold, silver, and bronze‐tier ...
Samira Taheri +3 more
wiley +1 more source
Mobility Management for the Low‐Altitude Economy: Latency‐Aware Handover Design
This paper develops a latency‐aware mobility‐management framework for aerial vehicles operating in hybrid terrestrial non‐terrestrial networks. We formulate a MILP for optimal AV AP association and propose a greedy handover policy using predicted coverage, rate and handover latency.
Navid Heydarishahreza +2 more
wiley +1 more source
E2 Service Models in O-RAN: A Specification-Grounded Tutorial and Implementation Analysis
The E2 interface and its associated E2 Service Models (E2SMs) are the primary mechanisms through which the Near-Real-Time RAN Intelligent Controller (Near-RT RIC) observes and controls Radio Access Network (RAN) behavior in O-RAN.
Pratheek Upadhyaya +5 more
doaj +1 more source
Securing xApps in Open RAN: A Hierarchical Approach to Authentication and Authorisation
The Open Radio Access Network (RAN) represents a significant advancement in the ongoing evolution of mobile networks, transitioning from proprietary physical hardware to virtualised network functions. Open RAN advocates for a disaggregated RAN utilising commercial off-the-shelf (COTS) hardware.
Fernando, Pramitha +4 more
openaire +3 more sources
Cybersecurity Driven Quantum Digital Twin for Proactive Threat Reversal in Open RAN
This paper presents a novel cybersecurity‐driven quantum digital twin (CQDT) architecture for proactive defence in 6G Open RAN. By integrating quantum observables and reinforcement learning, the framework maintains high fidelity and suppresses entropy under adversarial CPTP noise. CQDT achieves real‐time adaptation with sub‐20 ms latency, meeting URLLC
Yassir Al‐Karawi +2 more
wiley +1 more source
xApp Empowered Resource Management for Non-Terrestrial Users in 5G O-RAN Networks
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
This study introduces a meta‐federated deep reinforcement learning (Meta‐FedDRL) framework to address dynamic resource allocation (DRA) challenges in ultra‐dense and heterogeneous 5G and beyond network slicing. The proposed approach enables distributed learning while preserving data confidentiality and enhancing generalization.
Faustin Samafou +4 more
wiley +1 more source
Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks
The vision of AI-RAN convergence, as advocated by the AI-RAN Alliance, aims to unlock a unified 6G platform capable of seamlessly supporting AI and RAN workloads over shared infrastructure.
Syed Danial Ali Shah +3 more
doaj +1 more source
Composition and conservation status of rays sold in Baja California Sur, Mexico
An analysis of the species composition of ray species sold under a general label in La Paz, Baja California, Sur Mexico. DNA barcode sequencing of the CO1 gene was utilized to assess ray filets, and species identification was compared to IUCN Red List to understand the vulnerability status of ray species being sold.
Isabella C. Ossiander +11 more
wiley +1 more source
Anomaly Detection for Mitigating xApp and E2 Interface Threats in O-RAN Near-RT RIC
As 5G networks advance, the Open Radio Access Network (O-RAN) is crucial in enabling openness and fostering collaboration across the telecom industry.
Cheng-Feng Hung +2 more
doaj +1 more source

