Changes between Version 9 and Version 10 of Tutorials/Digital Twins/Geo2Sig Map Getting Started
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- Jan 26, 2026, 6:53:06 AM (2 weeks ago)
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Tutorials/Digital Twins/Geo2Sig Map Getting Started
v9 v10 13 13 * Building height calibration using Digital Elevation Models (DEMs) 14 14 15 This drastically improves the accuracy of the environment being processed by the ML-based Propagation Model or a ray tracer of your choice. Throughout the following notebook examples, we utilize Sionna RT. This package is open-source and highly accurate for generating coverage maps. If you are unfamiliar with Sionna RT, feel free to read Nvidia's [https://arxiv.org/abs/2504.21719 Technical Report] to better understand how it works. Tutorials for Sionna can be found [here https://nvlabs.github.io/sionna/rt/tutorials.html].15 This drastically improves the accuracy of the environment being processed by the ML-based Propagation Model or a ray tracer of your choice. Throughout our Jupyter Notebook examples, we utilize Sionna RT. This package is open-source and popular for creating coverage predictions. If you are unfamiliar with Sionna RT, feel free to read Nvidia's [https://arxiv.org/abs/2504.21719 Technical Report] to better understand how it works. Tutorials for Sionna can be found [https://nvlabs.github.io/sionna/rt/tutorials.html here]. 16 16 17 17 === Prerequisites === … … 68 68 === Generating a Coverage Map with Sionna RT === 69 69 70 === Generating a Coverage Map using Cascaded U-Net Model === 70 This tutorial follows [https://github.com/functions-lab/geo2sigmap/tree/main/package this README] and [https://github.com/functions-lab/geo2sigmap/blob/main/research/examples/1_sionna_coverage_map.ipynb this tutorial]. Feel free to reference either directly if you require custom modifications. 71 71 72 72 ==== Cite ==== 73 74 If you're able to use the tool as a part of your research, please use the following citation: 75 76 @inproceedings{li2024geo2sigmap, 77 title={Geo2SigMap: High-fidelity RF signal mapping using geographic databases}, 78 author={Li, Yiming and Li, Zeyu and Gao, Zhihui and Chen, Tingjun}, 79 booktitle={Proc. IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)}, 80 year={2024} 81 }
