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add more documentation on met office dataset on hf
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# Met Office UK Deterministic (UKV) Dataset | ||
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## Overview | ||
The Met Office UK Deterministic (UKV) dataset provides high-resolution weather forecasts for the UK region. This document details the dataset structure, variables, and their relevance to solar forecasting. | ||
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## Dataset Structure | ||
The dataset uses a Lambert Azimuthal Equal Area projection centered on the UK with: | ||
- Height: 970 pixels | ||
- Width: 1042 pixels | ||
- Grid Resolution: 2km | ||
- Temporal Resolution: 60 minutes | ||
- Forecast Range: 54 hours | ||
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## Variables | ||
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### Cloud Coverage Variables | ||
These variables are critical for predicting solar irradiance attenuation: | ||
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- **high_type_cloud_area_fraction** | ||
- Description: Fraction of high-altitude clouds | ||
- Units: 1 (fraction) | ||
- Impact: High clouds typically have less impact on solar radiation than lower clouds | ||
- Typical Range: 0-1 | ||
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- **medium_type_cloud_area_fraction** | ||
- Description: Fraction of medium-altitude clouds | ||
- Units: 1 (fraction) | ||
- Impact: Moderate impact on solar radiation | ||
- Typical Range: 0-1 | ||
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- **low_type_cloud_area_fraction** | ||
- Description: Fraction of low-altitude clouds | ||
- Units: 1 (fraction) | ||
- Impact: Most significant impact on solar radiation | ||
- Typical Range: 0-1 | ||
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- **cloud_area_fraction** | ||
- Description: Total cloud coverage | ||
- Units: 1 (fraction) | ||
- Impact: Overall indicator of solar radiation reduction | ||
- Typical Range: 0-1 | ||
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### Radiation Flux Variables | ||
Direct measurements of solar radiation components: | ||
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- **surface_downwelling_shortwave_flux_in_air** | ||
- Description: Total downward solar radiation at surface | ||
- Units: W m⁻² | ||
- Impact: Primary predictor for solar PV generation | ||
- Typical Range: 0-1000+ W/m² | ||
- Notes: Includes both direct and diffuse radiation | ||
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- **surface_downwelling_longwave_flux_in_air** | ||
- Description: Thermal radiation from atmosphere | ||
- Units: W m⁻² | ||
- Impact: Affects panel temperature and efficiency | ||
- Typical Range: 200-500 W/m² | ||
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- **surface_downwelling_ultraviolet_flux_in_air** | ||
- Description: UV component of solar radiation | ||
- Units: W m⁻² | ||
- Impact: Can affect panel degradation and specific PV technologies | ||
- Typical Range: 0-100 W/m² | ||
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### Meteorological Variables | ||
Environmental conditions affecting solar panel efficiency: | ||
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- **air_temperature** | ||
- Description: Air temperature at 2m height | ||
- Units: K (Kelvin) | ||
- Impact: Panel efficiency decreases with temperature | ||
- Typical Range: 250-320K | ||
- Note: Convert to Celsius by subtracting 273.15 | ||
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- **wind_speed** | ||
- Description: Wind speed at surface level | ||
- Units: m s⁻¹ | ||
- Impact: Affects panel cooling and efficiency | ||
- Typical Range: 0-30 m/s | ||
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- **wind_from_direction** | ||
- Description: Wind direction at surface level | ||
- Units: degrees | ||
- Impact: Can influence panel temperature and local weather patterns | ||
- Range: 0-360° | ||
- Note: 0° is North, 90° is East | ||
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- **lwe_thickness_of_surface_snow_amount** | ||
- Description: Snow depth in water equivalent | ||
- Units: m | ||
- Impact: Affects ground albedo and potential panel coverage | ||
- Typical Range: 0-1m | ||
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### Coordinate System | ||
The dataset uses Lambert Azimuthal Equal Area projection: | ||
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- **projection_x_coordinate** | ||
- Description: X-axis grid coordinates | ||
- Units: m | ||
- Range: Covers UK extent | ||
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- **projection_y_coordinate** | ||
- Description: Y-axis grid coordinates | ||
- Units: m | ||
- Range: Covers UK extent | ||
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### Time Variables | ||
Temporal information for forecasts: | ||
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- **forecast_period** | ||
- Description: Time offset from reference | ||
- Type: timedelta64[ns] | ||
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- **forecast_reference_time** | ||
- Description: Start time of forecast | ||
- Type: datetime64[ns] | ||
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- **time** | ||
- Description: Valid time for forecast step | ||
- Type: datetime64[ns] | ||
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## Usage in Solar Forecasting | ||
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### Primary Predictors | ||
1. **surface_downwelling_shortwave_flux_in_air**: Direct indicator of solar energy availability | ||
2. **cloud_area_fraction** variables: Key for radiation attenuation | ||
3. **air_temperature**: Critical for panel efficiency calculations | ||
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### Secondary Factors | ||
1. **wind_speed**: Panel cooling effects | ||
2. **snow_amount**: Ground reflectance and coverage | ||
3. **UV flux**: Specific panel technology considerations | ||
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## Data Quality Considerations | ||
- Least significant digit information provided for each variable | ||
- Grid mapping information available in lambert_azimuthal_equal_area variable | ||
- All variables follow CF-1.7 conventions | ||
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## Data Availability and Format | ||
This dataset is hosted on Hugging Face at [openclimatefix/met-office-uk-deterministic-solar](https://huggingface.co/datasets/openclimatefix/met-office-uk-deterministic-solar). | ||
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### File Format | ||
- Files are stored in `.zarr.zip` format | ||
- Each file represents a specific timestamp (e.g., `2023-01-16-00.zarr.zip`) | ||
- Zarr format is optimized for: | ||
- Cloud storage access | ||
- Parallel I/O operations | ||
- Efficient chunked access to large arrays | ||
- Integration with data science tools (xarray, pandas, dask) | ||
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## License | ||
British Crown copyright 2022-2024, the Met Office, licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/). | ||
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## Citation | ||
Met Office UK Deterministic (UKV)2km on a 2-year rolling archive accessed from [AWS Registry](https://registry.opendata.aws/met-office-uk-deterministic). |
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