Open RAN-Enabled Deep Learning-Assisted Mobility Management for Connected Vehicles

arXiv:2412.21161 · cs.NI, cs.AI · Submitted 2024-12-30 · Read on arXiv

Maria Barbosa, Kelvin Dias

cs.NI, cs.AI

Submitted: 2024-12-30

Updated: 2026-08-19

Comments: Accepted for publication in ICOIN 2025

DOI: 10.1109/ICOIN63865.2025.10992821

Code: https://github.com/o-ran-sc/sim-e2-interface

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• O-RAN Software Community — 5× in this paper
• Intelligent Transportation System — 4× in this paper
• Steering — 4× in this paper · explained in 2 episodes
• Hysteresis — 3× in this paper · explained in 3 episodes
• Quality of Service — 3× in this paper
• Activation Function — 2× in this paper · explained in 1 episode
• Adam — 2× in this paper · explained in 2 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Gated Recurrent Unit — 1× in this paper
• Quality of Service Predictor — 1× in this paper
• RAN Intelligent Controller — 1× in this paper
• Reference Signal Received Power — 1× in this paper
• Signal-to-noise ratio (SNR) — 1× in this paper · explained in 2 episodes
• Time to Trigger — 1× in this paper
• Transfer Learning — 1× in this paper · explained in 10 episodes
• Verification — 1× in this paper · explained in 2 episodes

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