pvnet_nl / data_config.yaml
megawattage's picture
Upload folder using huggingface_hub
246b434 verified
general:
description: Config for training the saved PVNet model
name: PVNet current
input_data:
nwp:
ecmwf:
accum_channels:
- direct_shortwave_radiation_flux_gl
- downward_longwave_radiation_flux_gl
- downward_shortwave_radiation_flux_gl
- downward_ultraviolet_radiation_flux_gl
channels:
- cloud_cover_high
- cloud_cover_low
- cloud_cover_medium
- cloud_cover_total
- direct_shortwave_radiation_flux_gl
- downward_longwave_radiation_flux_gl
- downward_shortwave_radiation_flux_gl
- downward_ultraviolet_radiation_flux_gl
- snow_depth_gl
- temperature_sl
- total_precipitation_rate_gl
- visibility_sl
- wind_u_component_10m
- wind_v_component_10m
dropout_fraction: 1.0
dropout_timedeltas_minutes:
- -180
image_size_pixels_height: 30
image_size_pixels_width: 30
interval_end_minutes: 2160
interval_start_minutes: -120
max_staleness_minutes: null
normalisation_constants:
cloud_cover_high:
mean: 0.3961029052734375
std: 0.42244860529899597
cloud_cover_low:
mean: 0.44901806116104126
std: 0.3791404366493225
cloud_cover_medium:
mean: 0.3288780450820923
std: 0.38039860129356384
cloud_cover_total:
mean: 0.7049227356910706
std: 0.37487083673477173
diff_direct_shortwave_radiation_flux_gl:
mean: 469169.5
std: 818950.6875
diff_downward_longwave_radiation_flux_gl:
mean: 1136464.0
std: 131942.03125
diff_downward_shortwave_radiation_flux_gl:
mean: 420584.6875
std: 715366.3125
diff_downward_ultraviolet_radiation_flux_gl:
mean: 48265.4765625
std: 81605.25
direct_shortwave_radiation_flux_gl:
mean: 11458988.0
std: 13025427.0
downward_longwave_radiation_flux_gl:
mean: 27187026.0
std: 15855867.0
downward_shortwave_radiation_flux_gl:
mean: 11458988.0
std: 13025427.0
downward_ultraviolet_radiation_flux_gl:
mean: 1305651.25
std: 1445635.25
snow_depth_gl:
mean: 8.107526082312688e-05
std: 0.000913831521756947
temperature_sl:
mean: 283.48333740234375
std: 3.692270040512085
total_precipitation_rate_gl:
mean: 3.108070450252853e-05
std: 9.81039775069803e-05
visibility_sl:
mean: 12905302.0
std: 16294988.0
wind_u_component_100m:
mean: 2.393547296524048
std: 7.2320556640625
wind_u_component_10m:
mean: 1.7677178382873535
std: 5.531515598297119
wind_u_component_200m:
mean: 2.7963004112243652
std: 8.049470901489258
wind_v_component_100m:
mean: 1.4244288206100464
std: 6.944501876831055
wind_v_component_10m:
mean: 0.985887885093689
std: 5.411230564117432
wind_v_component_200m:
mean: 1.6010299921035767
std: 7.561611652374268
provider: ecmwf
time_resolution_minutes: 60
zarr_path: PLACEHOLDER.zarr
satellite:
channels:
- IR_016
- IR_039
- IR_087
- IR_097
- IR_108
- IR_120
- IR_134
- VIS006
- VIS008
- WV_062
- WV_073
dropout_fraction: 0.8
dropout_timedeltas_minutes:
- -5
- -10
- -15
- -20
- -25
- -30
image_size_pixels_height: 100
image_size_pixels_width: 100
interval_end_minutes: -60
interval_start_minutes: -90
normalisation_constants:
HRV:
mean: 0.09298719
std: 0.11405209
IR_016:
mean: 0.17594202
std: 0.21462157
IR_039:
mean: 0.86167645
std: 0.04618041
IR_087:
mean: 0.7719318
std: 0.06687243
IR_097:
mean: 0.8014212
std: 0.0468558
IR_108:
mean: 0.71254843
std: 0.17482725
IR_120:
mean: 0.89058584
std: 0.06115861
IR_134:
mean: 0.944365
std: 0.04492306
VIS006:
mean: 0.09633306
std: 0.12184761
VIS008:
mean: 0.11426069
std: 0.13090034
WV_062:
mean: 0.7359355
std: 0.16111417
WV_073:
mean: 0.62479186
std: 0.12924142
time_resolution_minutes: 5
zarr_path: PLACEHOLDER.zarr
site:
capacity_mode: variable
file_path: /home/zak/projects/PVNet/nl_solar/pv_data/netherlands_pv_data_v2.nc
interval_end_minutes: 2160
interval_start_minutes: -2880
metadata_file_path: /home/zak/projects/PVNet/nl_solar/pv_data/netherlands_metadata.csv
time_resolution_minutes: 15
solar_position:
interval_end_minutes: 2160
interval_start_minutes: -2880
time_resolution_minutes: 15