CloudRIC demo: Open Radio Access Network (O-RAN) Virtualization with Shared Heterogeneous Computing

Open and virtualized Radio Access Networks (vRANs) are breeding a new market with unprecedented opportunities. However, carrier-grade vRANs today are expensive and energy-hungry, as they rely on hardware accelerators (HAs) that are dedicated to individual distributed units (DUs). We demonstrate CloudRIC [17], a system that, powered by lightweight data-driven models, meets specific reliability targets while (i) coordinating access between DUs and heterogeneous computing infrastructure; and (ii) assisting DUs with compute-aware radio scheduling procedures. Using a user-friendly dashboard to control an experimental testbed remotely, we demonstrate that CloudRIC achieves comparable reliability performance to a DU-dedicated platform while offering up to 40x higher cost-efficiency and up to 6x higher energy efficiency when pooling resources for up to 70 DUs.

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Publication Details

Published
2024-12-04
DOI
https://doi.org/10.1145/3636534.3698858
Citations
2
Primary Topic
Software-Defined Networks and 5G
Type
article
Field-Weighted Citation Impact
0.70

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article

CloudRIC demo: Open Radio Access Network (O-RAN) Virtualization with Shared Heterogeneous Computing

Leonardo Lo Schiavo, Ginés García-Avilés, Marco Fiore, Marco Gramaglia et al.
2 citations
Software-Defined Networks and 5G
0.70
article

CloudRIC demo: Open Radio Access Network (O-RAN) Virtualization with Shared Heterogeneous Computing

Leonardo Lo Schiavo, Ginés García-Avilés, Marco Fiore, Marco Gramaglia, Albert Banchs, Andrés García‐Saavedra, Xavier Costa‐Pérez
article en
2 citations

Abstract

Open and virtualized Radio Access Networks (vRANs) are breeding a new market with unprecedented opportunities. However, carrier-grade vRANs today are expensive and energy-hungry, as they rely on hardware accelerators (HAs) that are dedicated to individual distributed units (DUs). We demonstrate CloudRIC [17], a system that, powered by lightweight data-driven models, meets specific reliability targets while (i) coordinating access between DUs and heterogeneous computing infrastructure; and (ii) assisting DUs with compute-aware radio scheduling procedures. Using a user-friendly dashboard to control an experimental testbed remotely, we demonstrate that CloudRIC achieves comparable reliability performance to a DU-dedicated platform while offering up to 40x higher cost-efficiency and up to 6x higher energy efficiency when pooling resources for up to 70 DUs.

Institució Catalana de Recerca i Estudis Avançats (ES), IMDEA Networks (ES), i2CAT (ES), Universidad Carlos III de Madrid (ES)
European Commission
Openalex Percentile: Top 26%
Software-Defined Networks and 5G
0.70
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CloudRIC demo: Open Radio Access Network (O-RAN) Virtualization with Shared Heterogeneous Computing — Leonardo Lo Schiavo, Ginés García-Avilés, et al. · (2024) | TGRS Research Map | TGRS