Readme updated
Browse files
README.md
CHANGED
|
@@ -1,3 +1,95 @@
|
|
| 1 |
---
|
| 2 |
license: mit
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
license: mit
|
| 3 |
---
|
| 4 |
+
|
| 5 |
+
# Dataset Card — GenAI Channel Modeling Datasets
|
| 6 |
+
|
| 7 |
+
Ray-traced site-specific MIMO channel datasets used in the paper:
|
| 8 |
+
|
| 9 |
+
> **Site-Specific MIMO Channel Generation via Diffusion and Flow Matching: Fidelity, Efficiency, and Downstream Utility**
|
| 10 |
+
> Sina Beyraghi, Masoud Sadeghian, Firdous Bin Ismail, Angel Lozano, Paul Almasan, and Giovanni Geraci
|
| 11 |
+
> [[arXiv:2510.10190](https://arxiv.org/abs/2510.10190)]
|
| 12 |
+
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
## Files
|
| 16 |
+
|
| 17 |
+
| File | Frequency | Scenario | Size |
|
| 18 |
+
|---|---|---|---|
|
| 19 |
+
| `Final_Single_Scene_Channel_Sionna_V1_3_5GHz_LoS.npz` | 3.5 GHz | LoS only | — |
|
| 20 |
+
| `Final_Single_Scene_Channel_Sionna_V1_3_5GHz_NLoS.npz` | 3.5 GHz | NLoS only | — |
|
| 21 |
+
| `Final_Single_Scene_Channel_Sionna_V1_28GHz_LoS.npz` | 28 GHz | LoS only | — |
|
| 22 |
+
|
| 23 |
+
---
|
| 24 |
+
|
| 25 |
+
## Data format
|
| 26 |
+
|
| 27 |
+
Each `.npz` file contains a single array under the key `combined_array`:
|
| 28 |
+
|
| 29 |
+
```
|
| 30 |
+
shape: (N, N_rx, 1, N_tx, 1, 1, 4)
|
| 31 |
+
dtype: complex64
|
| 32 |
+
|
| 33 |
+
last dimension:
|
| 34 |
+
[0] — complex channel coefficient H
|
| 35 |
+
[1] — UE x-coordinate (metres)
|
| 36 |
+
[2] — UE y-coordinate (metres)
|
| 37 |
+
[3] — UE z-coordinate (metres)
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
The antenna configurations used in the paper are:
|
| 41 |
+
|
| 42 |
+
| Link end | Array type | Rows × Cols | Elements |
|
| 43 |
+
|---|---|---|---|
|
| 44 |
+
| Base station (Tx) | UPA | 4 × 8 | 32 |
|
| 45 |
+
| User equipment (Rx) | UPA | 2 × 2 | 4 |
|
| 46 |
+
|
| 47 |
+
To extract the channel matrix and UE coordinates from a file:
|
| 48 |
+
|
| 49 |
+
```python
|
| 50 |
+
import numpy as np
|
| 51 |
+
|
| 52 |
+
npz = np.load("Final_Single_Scene_Channel_Sionna_V1_3_5GHz_LoS.npz")
|
| 53 |
+
data = npz["combined_array"][:, :, 0, :, 0, 0, :] # (N, N_rx, N_tx, 4)
|
| 54 |
+
|
| 55 |
+
H = data[:, :, :, 0] # complex channel matrices, shape (N, N_rx, N_tx)
|
| 56 |
+
coords = data[:, 0, 0, 1:] # UE (x, y, z) positions, shape (N, 3)
|
| 57 |
+
```
|
| 58 |
+
|
| 59 |
+
---
|
| 60 |
+
|
| 61 |
+
## Generation
|
| 62 |
+
|
| 63 |
+
The datasets were generated with [NVIDIA Sionna RT](https://nvlabs.github.io/sionna/), a GPU-accelerated ray tracing engine for wireless channel simulation, over a single outdoor urban scene. Generation scripts and instructions are available in the [code repository](https://github.com/Telefonica-Scientific-Research/GenAI_Channel_Modeling/tree/main/Channel_Sionna_RT_Github).
|
| 64 |
+
|
| 65 |
+
---
|
| 66 |
+
|
| 67 |
+
## Downloading
|
| 68 |
+
|
| 69 |
+
```bash
|
| 70 |
+
git clone https://huggingface.co/datasets/PaulAlm/GenAI_Channel_Modeling_Datasets
|
| 71 |
+
```
|
| 72 |
+
|
| 73 |
+
Due to file size this may take several minutes. Individual files can also be downloaded manually from the Hugging Face web interface.
|
| 74 |
+
|
| 75 |
+
---
|
| 76 |
+
|
| 77 |
+
## Related resources
|
| 78 |
+
|
| 79 |
+
- **Code repository:** [GenAI_Channel_Modeling](https://github.com/Telefonica-Scientific-Research/GenAI_Channel_Modeling)
|
| 80 |
+
- **Pre-trained models:** [GenAI_Channel_Modeling_Models](https://huggingface.co/PaulAlm/GenAI_Channel_Modeling_Models)
|
| 81 |
+
|
| 82 |
+
---
|
| 83 |
+
|
| 84 |
+
## Citation
|
| 85 |
+
|
| 86 |
+
```bibtex
|
| 87 |
+
@article{beyraghi2025sitespecific,
|
| 88 |
+
title = {Site-Specific MIMO Channel Generation via Diffusion and Flow Matching:
|
| 89 |
+
Fidelity, Efficiency, and Downstream Utility},
|
| 90 |
+
author = {Beyraghi, Sina and Sadeghian, Masoud and Bin Ismail, Firdous and
|
| 91 |
+
Lozano, Angel and Almasan, Paul and Geraci, Giovanni},
|
| 92 |
+
journal = {arXiv preprint arXiv:2510.10190},
|
| 93 |
+
year = {2025}
|
| 94 |
+
}
|
| 95 |
+
```
|