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Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN

Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN

来源:Arxiv_logoArxiv
英文摘要

We introduce the NVIDIA Sionna Research Kit, a GPU-accelerated research platform for developing and testing AI/ML algorithms in 5G NR cellular networks. Powered by the NVIDIA Jetson AGX Orin, the platform leverages accelerated computing to deliver high throughput and real-time signal processing, while offering the flexibility of a software-defined stack. Built on OpenAirInterface (OAI), it unlocks a broad range of research opportunities. These include developing 5G NR and ORAN compliant algorithms, collecting real-world data for AI/ML training, and rapidly deploying innovative solutions in a very affordable testbed. Additionally, AI/ML hardware acceleration promotes the exploration of use cases in edge computing and AI radio access networks (AI-RAN). To demonstrate the capabilities, we deploy a real-time neural receiver - trained with NVIDIA Sionna and using the NVIDIA TensorRT library for inference - in a 5G NR cellular network using commercial user equipment. The code examples will be made publicly available, enabling researchers to adopt and extend the platform for their own projects.

Sebastian Cammerer、Guillermo Marcus、Tobias Zirr、Fay?al A?t Aoudia、Lorenzo Maggi、Jakob Hoydis、Alexander Keller

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Sebastian Cammerer,Guillermo Marcus,Tobias Zirr,Fay?al A?t Aoudia,Lorenzo Maggi,Jakob Hoydis,Alexander Keller.Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN[EB/OL].(2025-05-19)[2025-06-12].https://arxiv.org/abs/2505.15848.点此复制

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