An open-source software platform for all-scenario wireless communication and sensing research
Sionna Research Kit: A GPU-Accelerated Research Platform for AI-RAN
Codebooks with Integral-Split Self-Interference Reduction for Integrated Sensing and Communication
Analog Devices Adalm PlutoSDR interface for NVidia sionna simulator, 1T1R, use full-dupplex on single SDR.
Browser-based wireless digital twin with NVIDIA Sionna RT GPU ray tracing — OSM scenes, multipath links, coverage maps, and receiver mobility
Neural channel estimator for 5G NR (CNN & Transformer) built on NVIDIA Sionna - trained, benchmarked, and shipped as a real ONNX + FastAPI + Docker inference service.
3D Digital Twin for Real-Time RF Simulation An end-to-end 3D digital twin platform designed to visualize Wi-Fi (802.11) radio propagation in real time using NVIDIA Sionna's ray tracing engine and Three.js. - Simulates a virtual test room (2.0 × 3.5 × 2.0 m) with 1 WiFi router and 8 ESP32-S3 receivers
A complete pythonic scene baker for Sionna RT without Blender, Blosm, and Mistuba-blender.
Wireless Network Emulation using Sionna Ray-Tracing and Containerlab
A full-stack web dashboard for NVIDIA Sionna 6G simulation results. Angular + Java + Python + PostgreSQL.
Learning-based OFDM wireless channel estimation using NVIDIA Sionna, TensorFlow, and standardized 3GPP channel models.
Sovereign RF digital twin for 6G ISAC planning — deterministic ray-traced coverage from open geodata. CPU-only capable (runs on a Raspberry Pi 4), GPU-accelerated where available. Ships its own verification: claims gate, pre-registered 3-machine benchmarks, deterministic visual evidence.
GPU-accelerated Network Digital Twin for AI-RAN experiments in Munich. Powered by NVIDIA Sionna RT and PyTorch for ray-traced RF simulation. Includes real-world Munich simulation, Mitsuba 3 backend, and finite-difference Adam optimization for antenna tuning. Automated KPI reporting (SINR/throughput) and coverage mapping for 6G R&D workflows
Digital twin framework for 6G ITS using mmWave sensing and beamforming
Ambient WiFi as a cheap radar for automotive SLAM: physics simulation (Sionna RT) + real ESP32 hardware. Localization rivals LiDAR/radar; mapping hits a phantom ceiling — and we show exactly what it is. Consolidating 4 studies into one paper.
Interactive RF digital twin for cellular network planning. NVIDIA Sionna RT ray tracing on GPU, with a Lakebase Postgres cache that turns minutes-long renders into sub-second lookups. Shiny app + GPU jobs, deployed via Databricks Asset Bundles.
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