Upload wind-terrain CFD dataset
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +576 -0
- README.md +189 -0
- data/grid_bench_askervein_fix_210deg.zarr/.zattrs +36 -0
- data/grid_bench_askervein_fix_210deg.zarr/.zgroup +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/.zmetadata +1 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/.zarray +25 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/.zattrs +7 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.0.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.0.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.1.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.1.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.2.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.2.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.3.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/0.3.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.0.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.0.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.1.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.1.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.2.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.2.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.3.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/1.3.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.0.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.0.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.1.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.1.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.2.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.2.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.3.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/2.3.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.0.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.0.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.1.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.1.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.2.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.2.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.3.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Ux/3.3.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/.zarray +25 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/.zattrs +7 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.0.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.0.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.1.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.1.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.2.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.2.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.3.0 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/0.3.1 +3 -0
- data/grid_bench_askervein_fix_210deg.zarr/Uy/1.0.0 +3 -0
.gitattributes
CHANGED
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@@ -58,3 +58,579 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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| 58 |
# Video files - compressed
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| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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+
data/grid_bench_askervein_fix_210deg.zarr/Ux/0.0.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.0.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.1.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.1.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.2.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.2.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.3.0 filter=lfs diff=lfs merge=lfs -text
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| 68 |
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data/grid_bench_askervein_fix_210deg.zarr/Ux/0.3.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.0.0 filter=lfs diff=lfs merge=lfs -text
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| 70 |
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.0.1 filter=lfs diff=lfs merge=lfs -text
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| 71 |
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.1.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.1.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.2.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.2.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.3.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/1.3.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.0.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.0.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.1.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.1.1 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.2.0 filter=lfs diff=lfs merge=lfs -text
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data/grid_bench_askervein_fix_210deg.zarr/Ux/2.2.1 filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
|
| 2 |
+
license: cc-by-4.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- other
|
| 5 |
+
tags:
|
| 6 |
+
- cfd
|
| 7 |
+
- openfoam
|
| 8 |
+
- wind
|
| 9 |
+
- terrain
|
| 10 |
+
- atmospheric-boundary-layer
|
| 11 |
+
- rans
|
| 12 |
+
- structured-mesh
|
| 13 |
+
- wind-energy
|
| 14 |
+
- computational-fluid-dynamics
|
| 15 |
+
pretty_name: "Wind Flow Over Complex Terrain Dataset"
|
| 16 |
+
size_categories:
|
| 17 |
+
- 1K<n<10K
|
| 18 |
+
---
|
| 19 |
+
|
| 20 |
+
# Wind Flow Over Complex Terrain Dataset
|
| 21 |
+
|
| 22 |
+
A large-scale dataset of steady-state RANS wind flow simulations over real-world complex terrain, designed for training machine learning models for wind resource assessment and atmospheric flow prediction.
|
| 23 |
+
|
| 24 |
+
## Overview
|
| 25 |
+
|
| 26 |
+
| Parameter | Value |
|
| 27 |
+
|---|---|
|
| 28 |
+
| Number of terrain locations | ~5,000 (growing) |
|
| 29 |
+
| Wind directions per terrain | 2 (random) |
|
| 30 |
+
| Total simulation cases | ~10,000 |
|
| 31 |
+
| Cropped grid per case | ~298 × 298 × 64 |
|
| 32 |
+
| Horizontal resolution (AOI) | ~30 m |
|
| 33 |
+
| Vertical extent | ~500 m AGL |
|
| 34 |
+
| Flow variables | U (3-component), p, k, ε |
|
| 35 |
+
| Surface variables | DEM, roughness (z₀), height AGL |
|
| 36 |
+
| Reference wind speed | 10 m/s at 100 m height |
|
| 37 |
+
| Atmospheric stability | Neutral |
|
| 38 |
+
| Solver | OpenFOAM simpleFoam (RANS, k-ε) |
|
| 39 |
+
| Format | Zarr (xarray-compatible) |
|
| 40 |
+
|
| 41 |
+
## Quick Start
|
| 42 |
+
|
| 43 |
+
### Load a single case
|
| 44 |
+
|
| 45 |
+
```python
|
| 46 |
+
import xarray as xr
|
| 47 |
+
|
| 48 |
+
ds = xr.open_zarr("data/case_name.zarr")
|
| 49 |
+
|
| 50 |
+
# 3D wind field
|
| 51 |
+
Ux = ds['Ux'].values # (ni, nj, nk) array, m/s
|
| 52 |
+
Uy = ds['Uy'].values
|
| 53 |
+
Uz = ds['Uz'].values
|
| 54 |
+
|
| 55 |
+
# Terrain
|
| 56 |
+
dem = ds['dem'].values # (ni, nj), meters above sea level
|
| 57 |
+
z0 = ds['roughness'].values # (ni, nj), aerodynamic roughness in meters
|
| 58 |
+
|
| 59 |
+
# Height above ground
|
| 60 |
+
h_agl = ds['h_agl'].values # (ni, nj, nk), meters
|
| 61 |
+
|
| 62 |
+
# Metadata
|
| 63 |
+
print(ds.attrs['case_id'])
|
| 64 |
+
print(ds.attrs['rotation_deg']) # wind direction
|
| 65 |
+
print(ds.attrs['converged']) # simulation convergence flag
|
| 66 |
+
```
|
| 67 |
+
|
| 68 |
+
### Load from Hugging Face directly
|
| 69 |
+
|
| 70 |
+
```python
|
| 71 |
+
from huggingface_hub import hf_hub_download
|
| 72 |
+
import xarray as xr
|
| 73 |
+
import os
|
| 74 |
+
|
| 75 |
+
# Download a single case
|
| 76 |
+
local_path = hf_hub_download(
|
| 77 |
+
repo_id="souravsud/wind-terrain-cfd",
|
| 78 |
+
filename="data/case_name.zarr",
|
| 79 |
+
repo_type="dataset",
|
| 80 |
+
local_dir="./cache/"
|
| 81 |
+
)
|
| 82 |
+
|
| 83 |
+
ds = xr.open_zarr("./cache/data/case_name.zarr")
|
| 84 |
+
```
|
| 85 |
+
|
| 86 |
+
### PyTorch DataLoader
|
| 87 |
+
|
| 88 |
+
See `examples/02_dataloader_pytorch.py` for a ready-to-use `torch.utils.data.Dataset` class.
|
| 89 |
+
|
| 90 |
+
## Data Description
|
| 91 |
+
|
| 92 |
+
### Per-case Zarr store contents
|
| 93 |
+
|
| 94 |
+
| Variable | Shape | Units | Description |
|
| 95 |
+
|---|---|---|---|
|
| 96 |
+
| `X` | (ni, nj, nk) | m | UTM easting of cell centre |
|
| 97 |
+
| `Y` | (ni, nj, nk) | m | UTM northing of cell centre |
|
| 98 |
+
| `Z` | (ni, nj, nk) | m | Elevation above MSL |
|
| 99 |
+
| `Ux` | (ni, nj, nk) | m/s | Velocity x-component (UTM east) |
|
| 100 |
+
| `Uy` | (ni, nj, nk) | m/s | Velocity y-component (UTM north) |
|
| 101 |
+
| `Uz` | (ni, nj, nk) | m/s | Velocity z-component (vertical) |
|
| 102 |
+
| `p` | (ni, nj, nk) | m²/s² | Kinematic pressure (p/ρ) |
|
| 103 |
+
| `k` | (ni, nj, nk) | m²/s² | Turbulent kinetic energy |
|
| 104 |
+
| `epsilon` | (ni, nj, nk) | m²/s³ | Turbulent dissipation rate |
|
| 105 |
+
| `dem` | (ni, nj) | m | Ground elevation (MSL) |
|
| 106 |
+
| `roughness` | (ni, nj) | m | Aerodynamic roughness length z₀ |
|
| 107 |
+
| `h_agl` | (ni, nj, nk) | m | Height above ground level |
|
| 108 |
+
|
| 109 |
+
### Coordinate system
|
| 110 |
+
|
| 111 |
+
- **X, Y**: UTM coordinates. The EPSG code is stored in `ds.attrs['utm_epsg']`.
|
| 112 |
+
- **Z**: Absolute elevation above mean sea level (MSL), **not** height above ground.
|
| 113 |
+
- **h_agl**: Pre-computed height above ground: `h_agl[i,j,k] = Z[i,j,k] - dem[i,j]`.
|
| 114 |
+
- The mesh is **terrain-following** (curvilinear). At each (i,j) column, Z increases with k but follows the terrain surface. Horizontal coordinates vary slightly with k.
|
| 115 |
+
|
| 116 |
+
### Velocity scaling
|
| 117 |
+
|
| 118 |
+
All simulations use a **reference velocity of 10 m/s at 100 m height** under neutral atmospheric stability. Since the governing equations (incompressible RANS) are linear in velocity for neutral conditions, results can be scaled to any reference wind speed:
|
| 119 |
+
|
| 120 |
+
```python
|
| 121 |
+
V_ref_desired = 8.0 # m/s
|
| 122 |
+
scale = V_ref_desired / 10.0
|
| 123 |
+
|
| 124 |
+
U_scaled = U_dataset * scale
|
| 125 |
+
p_scaled = p_dataset * scale**2
|
| 126 |
+
k_scaled = k_dataset * scale**2
|
| 127 |
+
epsilon_scaled = epsilon_dataset * scale**3
|
| 128 |
+
```
|
| 129 |
+
|
| 130 |
+
This is a feature, not a limitation — it means the dataset effectively covers all wind speeds.
|
| 131 |
+
|
| 132 |
+
### Wind direction
|
| 133 |
+
|
| 134 |
+
Each case has a specific wind direction stored in `ds.attrs['rotation_deg']`. This is the angle (in degrees) by which the terrain was rotated to align the inlet boundary with the desired wind direction. The velocity components (Ux, Uy) are in the **rotated UTM frame** corresponding to that case.
|
| 135 |
+
|
| 136 |
+
### Convergence quality
|
| 137 |
+
|
| 138 |
+
Each case includes convergence information:
|
| 139 |
+
- `ds.attrs['converged']`: Boolean flag (True if all residuals < 10⁻³)
|
| 140 |
+
- `ds.attrs['residual_Ux']`, `ds.attrs['residual_p']`, etc.: Final residual per field
|
| 141 |
+
- `ds.attrs['iterations']`: Number of solver iterations
|
| 142 |
+
|
| 143 |
+
The `metadata/case_index.csv` file contains convergence data for all cases, allowing easy filtering.
|
| 144 |
+
|
| 145 |
+
## Dataset Structure
|
| 146 |
+
|
| 147 |
+
```
|
| 148 |
+
wind-terrain-cfd/
|
| 149 |
+
├── README.md # This file
|
| 150 |
+
├── data/
|
| 151 |
+
│ ├── case_0001.zarr/ # One Zarr store per simulation
|
| 152 |
+
│ ├── case_0002.zarr/
|
| 153 |
+
│ └── ...
|
| 154 |
+
├── metadata/
|
| 155 |
+
│ ├── case_index.csv # Master index (lat, lon, wind_dir, converged, ...)
|
| 156 |
+
│ └── dataset_summary.json # Aggregate statistics
|
| 157 |
+
└── examples/
|
| 158 |
+
├── 01_load_single_case.py
|
| 159 |
+
├── 02_dataloader_pytorch.py
|
| 160 |
+
└── 03_velocity_scaling.py
|
| 161 |
+
```
|
| 162 |
+
|
| 163 |
+
## Generation Pipeline
|
| 164 |
+
|
| 165 |
+
The dataset was generated using an automated pipeline:
|
| 166 |
+
|
| 167 |
+
1. **Terrain fetching**: [terrain-fetcher](https://github.com/souravsud/terrain-fetcher) — downloads DEM (Copernicus GLO-30) and land cover (ESA WorldCover) data
|
| 168 |
+
2. **Mesh generation**: [terrain_following_mesh_generator](https://github.com/souravsud/terrain_following_mesh_generator) — structured terrain-following mesh for OpenFOAM
|
| 169 |
+
3. **Boundary conditions**: [ABL_BC_generator](https://github.com/souravsud/ABL_BC_generator) — neutral atmospheric boundary layer inlet profiles
|
| 170 |
+
4. **Job management**: [taskManager](https://github.com/souravsud/taskManager) — SLURM job submission and monitoring
|
| 171 |
+
5. **Orchestration**: [CFD-dataset](https://github.com/souravsud/CFD-dataset) — end-to-end pipeline coordination
|
| 172 |
+
|
| 173 |
+
## Citation
|
| 174 |
+
|
| 175 |
+
If you use this dataset in your research, please cite:
|
| 176 |
+
|
| 177 |
+
```bibtex
|
| 178 |
+
@dataset{sud2026windterrain,
|
| 179 |
+
author = {Sud, Sourav},
|
| 180 |
+
title = {Wind Flow Over Complex Terrain Dataset},
|
| 181 |
+
year = {2026},
|
| 182 |
+
publisher = {Hugging Face},
|
| 183 |
+
url = {https://huggingface.co/datasets/souravsud/wind-terrain-cfd}
|
| 184 |
+
}
|
| 185 |
+
```
|
| 186 |
+
|
| 187 |
+
## License
|
| 188 |
+
|
| 189 |
+
This dataset is released under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.
|
data/grid_bench_askervein_fix_210deg.zarr/.zattrs
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"case_id": "grid_bench_askervein_fix_210deg",
|
| 3 |
+
"grid_ni": 298,
|
| 4 |
+
"grid_nj": 298,
|
| 5 |
+
"grid_nk": 64,
|
| 6 |
+
"grid_ni_full": 358,
|
| 7 |
+
"grid_nj_full": 358,
|
| 8 |
+
"grid_nk_full": 76,
|
| 9 |
+
"crop_i_start": 30,
|
| 10 |
+
"crop_i_end": 328,
|
| 11 |
+
"crop_j_start": 30,
|
| 12 |
+
"crop_j_end": 328,
|
| 13 |
+
"crop_k_end": 64,
|
| 14 |
+
"crop_z_max_m": 500.0,
|
| 15 |
+
"reference_velocity_ms": 10.0,
|
| 16 |
+
"reference_height_m": 100.0,
|
| 17 |
+
"stability": "neutral",
|
| 18 |
+
"solver": "simpleFoam",
|
| 19 |
+
"iterations": 20000,
|
| 20 |
+
"converged": true,
|
| 21 |
+
"scaling_note": "Simulations use 10 m/s at 100 m height. Scale linearly: U_real = U_dataset * (V_ref / 10). Valid for neutral incompressible RANS.",
|
| 22 |
+
"coordinate_note": "X/Y = UTM. Z = elevation MSL. h_agl = Z - dem = height above ground.",
|
| 23 |
+
"residual_Ux": 5.84095e-07,
|
| 24 |
+
"residual_Uy": 4.53182e-07,
|
| 25 |
+
"residual_Uz": 3.03061e-06,
|
| 26 |
+
"residual_p": 5.77337e-06,
|
| 27 |
+
"residual_epsilon": 1.59818e-07,
|
| 28 |
+
"residual_k": 1.0588e-06,
|
| 29 |
+
"utm_epsg": "EPSG:32629",
|
| 30 |
+
"rotation_deg": 210,
|
| 31 |
+
"easting": 6339347.1174931405,
|
| 32 |
+
"northing": 598535.3029652804,
|
| 33 |
+
"terrain_elev_min": -3.5,
|
| 34 |
+
"terrain_elev_max": 369.0251770019531,
|
| 35 |
+
"terrain_elev_mean": 13.20292854309082
|
| 36 |
+
}
|
data/grid_bench_askervein_fix_210deg.zarr/.zgroup
ADDED
|
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|
| 1 |
+
{
|
| 2 |
+
"zarr_format": 2
|
| 3 |
+
}
|
data/grid_bench_askervein_fix_210deg.zarr/.zmetadata
ADDED
|
@@ -0,0 +1 @@
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|
|
|
|
|
|
| 1 |
+
{"metadata": {".zgroup": {"zarr_format": 2}, ".zattrs": {"case_id": "grid_bench_askervein_fix_210deg", "grid_ni": 298, "grid_nj": 298, "grid_nk": 64, "grid_ni_full": 358, "grid_nj_full": 358, "grid_nk_full": 76, "crop_i_start": 30, "crop_i_end": 328, "crop_j_start": 30, "crop_j_end": 328, "crop_k_end": 64, "crop_z_max_m": 500.0, "reference_velocity_ms": 10.0, "reference_height_m": 100.0, "stability": "neutral", "solver": "simpleFoam", "iterations": 20000, "converged": true, "scaling_note": "Simulations use 10 m/s at 100 m height. Scale linearly: U_real = U_dataset * (V_ref / 10). Valid for neutral incompressible RANS.", "coordinate_note": "X/Y = UTM. Z = elevation MSL. h_agl = Z - dem = height above ground.", "residual_Ux": 5.84095e-07, "residual_Uy": 4.53182e-07, "residual_Uz": 3.03061e-06, "residual_p": 5.77337e-06, "residual_epsilon": 1.59818e-07, "residual_k": 1.0588e-06, "utm_epsg": "EPSG:32629", "rotation_deg": 210, "easting": 6339347.1174931405, "northing": 598535.3029652804, "terrain_elev_min": -3.5, "terrain_elev_max": 369.0251770019531, "terrain_elev_mean": 13.20292854309082}, "dem/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj"]}, "dem/.zarray": {"shape": [298, 298], "chunks": [149, 298], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "epsilon/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "epsilon/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "h_agl/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "h_agl/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "k/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "k/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "p/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "p/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "roughness/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj"]}, "roughness/.zarray": {"shape": [298, 298], "chunks": [149, 298], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "Ux/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "Ux/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "Uy/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "Uy/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "Uz/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "Uz/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 32], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "X/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "X/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 16], "dtype": "<f8", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "Y/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "Y/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 16], "dtype": "<f8", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "Z/.zattrs": {"_ARRAY_DIMENSIONS": ["ni", "nj", "nk"]}, "Z/.zarray": {"shape": [298, 298, 64], "chunks": [75, 75, 16], "dtype": "<f8", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}}, "zarr_consolidated_format": 1}
|
data/grid_bench_askervein_fix_210deg.zarr/Ux/.zarray
ADDED
|
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| 1 |
+
{
|
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+
"shape": [
|
| 3 |
+
298,
|
| 4 |
+
298,
|
| 5 |
+
64
|
| 6 |
+
],
|
| 7 |
+
"chunks": [
|
| 8 |
+
75,
|
| 9 |
+
75,
|
| 10 |
+
32
|
| 11 |
+
],
|
| 12 |
+
"dtype": "<f4",
|
| 13 |
+
"fill_value": "NaN",
|
| 14 |
+
"order": "C",
|
| 15 |
+
"filters": null,
|
| 16 |
+
"dimension_separator": ".",
|
| 17 |
+
"compressor": {
|
| 18 |
+
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