Numerical: Deterministic

1. Global Deterministic Prediction System (GDPS)

Description:

The GDPS is a coupled atmosphere-ocean-sea ice deterministic numerical weather prediction model. It operates globally with a horizontal resolution of approximately 15 km and provides forecasts up to 10 days ahead.

open.canada.ca

Available Variables:

  • Air Temperature: Predicted temperatures at various atmospheric levels.

  • Precipitation: Forecasted precipitation amounts and types.

  • Wind Speed and Direction: Predicted wind vectors at different altitudes.

  • Humidity: Forecasted relative humidity levels.

  • Sea-Level Pressure: Predicted atmospheric pressure at sea level.

  • Cloud Cover: Forecasted cloud fraction and distribution.

  • Sea Surface Temperature: Predicted temperatures of the ocean surface.

  • Sea Ice Concentration: Forecasted sea ice coverage and thickness.

Potential AI/ML Applications:

  • Developing global weather forecasting models.

  • Analyzing climate patterns and variability.

  • Enhancing maritime and aviation route planning.


2. Regional Deterministic Prediction System (RDPS)

Description:

The RDPS focuses on providing higher-resolution forecasts over North America, with a horizontal resolution of approximately 10 km. It offers predictions up to 84 hours into the future.

open.canada.ca

Available Variables:

  • Air Temperature: Predicted temperatures at various atmospheric levels.

  • Precipitation: Forecasted precipitation amounts and types.

  • Wind Speed and Direction: Predicted wind vectors at different altitudes.

  • Humidity: Forecasted relative humidity levels.

  • Sea-Level Pressure: Predicted atmospheric pressure at sea level.

  • Cloud Cover: Forecasted cloud fraction and distribution.

  • Vertical Profiles: Detailed atmospheric profiles including temperature, humidity, and wind at various pressure levels.

Potential AI/ML Applications:

  • Enhancing regional weather prediction accuracy.

  • Supporting disaster preparedness and response.

  • Improving agricultural planning and management.


3. High Resolution Deterministic Prediction System (HRDPS)

Description:

The HRDPS provides even finer resolution forecasts, particularly useful for capturing small-scale weather phenomena. It is especially beneficial for regions with complex terrain or coastal areas.

gee-community-catalog.org

Available Variables:

  • Air Temperature: High-resolution temperature forecasts at 2 meters above ground level.

  • Precipitation: Detailed forecasts of precipitation amounts and types.

  • Wind Speed and Direction: High-resolution wind forecasts at various altitudes.

  • Humidity: Detailed relative humidity forecasts.

  • Cloud Cover: High-resolution cloud fraction and distribution forecasts.

Potential AI/ML Applications:

  • Modeling urban microclimates.

  • Predicting localized severe weather events.

  • Supporting renewable energy resource management.


4. Experimental High Resolution Deterministic Prediction System North (HRDPS-North)

Description:

The HRDPS-North is an experimental extension of the HRDPS, focusing on high-resolution forecasts for northern regions, including the Arctic.

Available Variables:

  • Air Temperature: High-resolution temperature forecasts for northern latitudes.

  • Precipitation: Detailed forecasts of precipitation amounts and types in Arctic regions.

  • Wind Speed and Direction: High-resolution wind forecasts tailored for northern areas.

  • Sea Ice Concentration: Forecasts of sea ice coverage and thickness in the Arctic.

Potential AI/ML Applications:

  • Studying climate change impacts in polar regions.

  • Enhancing navigation safety for Arctic shipping routes.

  • Supporting indigenous communities with tailored weather information.


5. Scribe Nowcasting Matrices

Description:

Scribe is an automated system that generates short-term weather forecasts (nowcasts) by integrating data from various numerical models and observational sources.

Available Variables:

  • Temperature: Very short-term temperature forecasts.

  • Precipitation: Immediate forecasts of precipitation onset, type, and intensity.

  • Wind: Short-term wind speed and direction forecasts.

  • Visibility: Nowcasts of visibility conditions, crucial for transportation.

Potential AI/ML Applications:

  • Developing real-time decision support systems for aviation and transportation.

  • Enhancing public safety through immediate weather alerts.

  • Improving energy demand forecasting with short-term weather data.

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