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NVIDIA SionnaNVIDIA

Sionna is a GPU-accelerated open-source library for research in communication systems. It is differentiable and features a lightning-fast ray tracer for radio propagation, a versatile link-level simulator, and system-level simulation capabilities.

Vendor

Vendor

NVIDIA

Company Website

Company Website

2203.11854v2.pdf
Product details

NVIDIA Sionna is a GPU-accelerated open-source library designed for research in communication systems, particularly focusing on 6G. It features a lightning-fast ray tracer for radio propagation, a versatile link-level simulator, and system-level simulation capabilities. Sionna implements a wide range of state-of-the-art algorithms that can be used for rapid prototyping and end-to-end performance evaluation, democratizing 6G research.

Features

  • Differentiable Components: Built on top of powerful automatic differentiation frameworks, enabling gradient-based optimization and machine learning integration.
  • Modular and Extensible: Every building block is an independent module that can be easily tested, understood, and modified according to research needs.
  • High-Level Python API: Simplifies the modeling of complex communication systems while ensuring full adaptability.
  • Extensive Documentation: Includes many tutorials to help researchers get started quickly.
  • GPU Support: Supports NVIDIA GPUs out of the box, making it super-fast and perfectly suited for machine learning research in communications.

Benefits

  • Native AI Support: The differentiable components enable groundbreaking opportunities for research and innovation.
  • Integrated Research Platform: Combines channel-, link-, and system-level simulation capabilities with machine learning and GPU support.
  • Open-Source: Python-based and welcomes contributions from the community, fostering collaboration and innovation.
  • Efficiency: Enables rapid prototyping and end-to-end performance evaluation, freeing researchers from implementing components outside their expertise.
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