5 papers
TelcoAgent: A Scalable 5G Multi-KPM Forecasting With 3GPP-Grounded Explainability
Geon Kim, Dara Ron, Sukhdeep Singh +5
Key Performance Measurement (KPM) forecasting is essential for proactive network management of 5G and next-generation telecom networks. However, existing machine learning (ML) appr…
OpenTwin: Digital Twin Driven Closed Loop KPM Inference and Control for Open RAN
Md Sharif Hossen, Zifan Zhang, Dara Ron +2
The open radio access network (O-RAN) RAN intelligent controller (RIC) hosts data-driven xApps and rApps to optimize network performance. However, two challenges hinder ML-driven x…
Jamming Smarter, Not Harder: Exploiting O-RAN Y1 RAN Analytics for Efficient Interference
Abiodun Ganiyu, Dara Ron, Syed Rafiul Hussain +1
The Y1 interface in O-RAN enables the sharing of RAN Analytics Information (RAI) between the near-RT RIC and authorized Y1 consumers, which may be internal applications within the…
Time-Dependent Network Topology Optimization for LEO Satellite Constellations
Dara Ron, Faisal Ahmed Yusufzai, Sebastian Kwakye +3
Today's Low Earth Orbit (LEO) satellite networks, exemplified by SpaceX's Starlink, play a crucial role in delivering global internet access to millions of users. However, managing…
Experimental Validation of a 3GPP Compliant 5G-Based Positioning System
Sarik Dhungel, Gaurav Duggal, Dara Ron +4
The advent of 5G positioning techniques by 3GPP has unlocked possibilities for applications in public safety, vehicular systems, and location-based services. However, these applica…