Imagen de Portada

A Practical Demonstration of DRL-Based Dynamic Resource Allocation xApp Using OpenAirInterface

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Sever, Onur, Salan, Onur, Hokelek, Ibrahim, Gorcin, Ali
Formato:	Preprint
Publicado:	2025
Materias:	Signal Processing
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

RAG-Empowered LLM-Driven Dynamic Radio Resource Management in Open 6G RAN
por: Salan, Onur, et al.
Publicado: (2025)

RIS Meets O-RAN: A Practical Demonstration of Multi-user RIS Optimization through RIC
por: Sahin, Ali Fuat, et al.
Publicado: (2025)

RAG-driven Multi-Agent LLM Framework with Task Decomposition for Beyond 5G Auto-Configuration
por: Sarıdaş, İrşat Emin, et al.
Publicado: (2026)

ORIX: Orchestration of RIS with xApps for Smart Wireless Factory Environments
por: Kayraklik, Sefa, et al.
Publicado: (2025)

Practical Implementation of RIS-Aided Spectrum Sensing: A Deep Learning-Based Solution
por: Kayraklik, Sefa, et al.
Publicado: (2023)

Machine Learning-based xApp for Dynamic Resource Allocation in O-RAN Networks
por: Qazzaz, Mohammed M. H., et al.
Publicado: (2024)

xApp Conflict Mitigation with Scheduler
por: Cinemre, Idris, et al.
Publicado: (2025)

Uplink Multi-User MIMO Implementation in OpenAirInterface
por: Uçak, Utku, et al.
Publicado: (2026)

Interference Modulation: A Novel Technique for Low-Rate and Power Efficient Multiple Access
por: Yagan, M. Yaser, et al.
Publicado: (2025)

RF Chain-Free mmWave Transmission: Modeling and Experimental Verification
por: Yağan, M. Yaser, et al.
Publicado: (2024)

Novel Deep Neural OFDM Receiver Architectures for LLR Estimation
por: Karakoca, Erhan, et al.
Publicado: (2025)

xApp Empowered Resource Management for Non-Terrestrial Users in 5G O-RAN Networks
por: Qazzaz, Mohammed M. H., et al.
Publicado: (2026)

Energy Saving in 6G O-RAN Using DQN-based xApp
por: Wang, Qiao, et al.
Publicado: (2024)

Ray Tracing-Enabled Digital Twin for RIS Phase Optimization: Implementation and Experimental Validation
por: Karakelle, Ömer Lütfü, et al.
Publicado: (2026)

RFNoC-Based FPGA Offloading for Fully Programmable PHY Acceleration
por: Kislal, A. Oguz, et al.
Publicado: (2026)

On Outage Analysis of OTFS Based LEO-Satellite Systems With HAPS Relaying
por: Celebi, Burak Ahmet, et al.
Publicado: (2025)

A Novel CSI-RS Reporting Scheme for RIS Optimization in O-RAN-based NextG Networks
por: Sahin, Ali Fuat, et al.
Publicado: (2026)

Rethinking NB-IoT Downlink Synchronization for LEO-NTN: A Novel Overhead Reduction Method and Measurement-Based Evaluation
por: Karakelle, Ömer Lütfü, et al.
Publicado: (2026)

Driving Innovation in 6G Wireless Technologies: The OpenAirInterface Approach
por: Kaltenberger, Florian, et al.
Publicado: (2024)

Joint Phase Shift Optimization and Precoder Selection for RIS-Assisted 5G NR MIMO Systems
por: Yilmaz, Osman Mert, et al.
Publicado: (2025)

RIS-Assisted Physical Layer Security: Artificial Noise-Driven Optimization and Measurements
por: Aktas, Ahmet Muaz, et al.
Publicado: (2025)

Radar-Assisted Beam Management Framework for mmWave NTNs: Overhead Reduction and Physical Layer Security Application
por: Bozkurt, Bora, et al.
Publicado: (2026)

Theoretical and Experimental Assessment of Large Beam Codebook at mmWave Devices: How Much is Enough?
por: Bozkurt, Bora, et al.
Publicado: (2025)

An Implementation of Multi-User MIMO Downlink for O-RAN 5G New Radio using OpenAirInterface
por: Bui, Duc Tung, et al.
Publicado: (2025)

Space-Time Coded RIS-Assisted Wireless Systems with Practical Reflection Models: Error Rate Analysis and Negative Moment-Based Optimization with Saddle Point Approximation
por: Yilmaz, Tayfun, et al.
Publicado: (2025)

Unleashing Sensor-Aided Environment Awareness for Beam Management in Beyond-5G Networks: An OpenAirInterface Experimental Platform
por: Schott, Aron, et al.
Publicado: (2025)

A closed-loop $2\times4$ downlink MIMO Framework for 5G New Radio using OpenAirInterface
por: Bui, Duc Tung, et al.
Publicado: (2025)

RIS Optimization Algorithms for Urban Wireless Scenarios in Sionna RT
por: Güneşer, Ahmet Esad, et al.
Publicado: (2025)

Beam Codebook Refinement for mmWave Devices with Random Orientations: Concept and Experimental Validation
por: Bozkurt, Bora, et al.
Publicado: (2024)

Indoor Coverage Enhancement for RIS-Assisted Communication Systems: Practical Measurements and Efficient Grouping
por: Kayraklık, Sefa, et al.
Publicado: (2022)

N78 Frequency Band Modular RIS Design and Implementation
por: Kayraklık, Sefa, et al.
Publicado: (2025)

Fast Network Recovery from Large-Scale Disasters: A Resilient and Self-Organizing RAN Framework
por: Yagan, M. Yaser, et al.
Publicado: (2024)

LO-Free Joint Communication and Sensing via Inter-Antenna Cross-Correlation and Graph-Based Spatial Phase Inference
por: Günel, Hasan Atalay, et al.
Publicado: (2026)

Harnessing DRL for URLLC in Open RAN: A Trade-off Exploration
por: Sohaib, Rana Muhammad, et al.
Publicado: (2024)

Performance Analysis of HAPS-RIS-Assisted MIMO Systems Under Phase-Dependent Amplitude Response Using Saddle Point Approximation
por: Yilmaz, Tayfun, et al.
Publicado: (2026)

Two-Agent DRL for Power Allocation and IRS Orientation in Dynamic NOMA-based OWC Networks
por: Hamad, Ahrar N., et al.
Publicado: (2025)

RIDNet Assisted cGAN Based Channel Estimation for One-Bit ADC mmWave MIMO Systems
por: Karakoca, Erhan, et al.
Publicado: (2023)

Signal Whisperers: Enhancing Wireless Reception Using DRL-Guided Reflector Arrays
por: Le, Hieu, et al.
Publicado: (2025)

LO-Free Receiver: Next-Gen Low-Power Joint Communication and Sensing
por: Gunel, Hasan Atalay, et al.
Publicado: (2026)

Hierarchical Multi-Agent DRL-Based Framework for Joint Multi-RAT Assignment and Dynamic Resource Allocation in Next-Generation HetNets
por: Alwarafy, Abdulmalik, et al.
Publicado: (2022)