Intelligence Where It Matters in Open RAN
Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten › Beitrag in Konferenzband › Beigetragen › Begutachtung
Beitragende
Abstract
Traffic analysis and classification in O-RAN support control decisions such as scheduling and QoS enforcement. Recent work applies AI models to improve classification accuracy. However, different models introduce different inference latencies, which affect how quickly the network can react. We present a demo that enables direct observation of how AI models impact the performance of traffic analysis and classification in O-RAN. We deploy multiple models as xApps and evaluate them under the same traffic conditions. Users can select a model and observe classification accuracy and inference latency in real time, revealing the trade-off between accuracy and response time. The demo is implemented using OpenAirInterface (OAI) with a Near-RT RIC and can be extended to other O-RAN deployments.
Details
| Originalsprache | Englisch |
|---|---|
| Titel | 2026 IEEE 12th International Conference on Network Softwarization |
| Redakteure/-innen | Prosper Chemouil, Stefan Schmid, Ilhem Fajjari, Israat Haque, Diogo Mattos, Davide Borsatti, Helge Parzyjegla |
| Herausgeber (Verlag) | Institute of Electrical and Electronics Engineers (IEEE) |
| Seiten | 333-335 |
| Seitenumfang | 3 |
| ISBN (elektronisch) | 979-8-3315-6382-0 |
| ISBN (Print) | 979-8-3315-6383-7 |
| Publikationsstatus | Veröffentlicht - Juli 2026 |
| Peer-Review-Status | Ja |
Publikationsreihe
| Reihe | IEEE Conference on Network Softwarization (NetSoft) |
|---|
Konferenz
| Titel | 12th IEEE International Conference on Network Softwarization |
|---|---|
| Untertitel | Autonomous and Reliable Softwarized Networks in the Age of Distributed Intelligence |
| Kurztitel | NetSoft 2026 |
| Veranstaltungsnummer | 12 |
| Dauer | 29 Juni - 3 Juli 2026 |
| Webseite | |
| Ort | Fraunhofer – Institut Für Offene Kommunikationssysteme |
| Stadt | Berlin |
| Land | Deutschland |
Externe IDs
| ORCID | /0000-0001-8469-9573/work/223382481 |
|---|---|
| ORCID | /0000-0001-7008-1537/work/223384705 |
| ORCID | /0009-0005-7045-4096/work/223387219 |
Schlagworte
ASJC Scopus Sachgebiete
Schlagwörter
- AIRAN, O-RAN, Traffic analysis and classification