AI for Satellite Wildfire Smoke Dispersion Modeling |…

AI for Satellite Wildfire Smoke Dispersion Modeling

Combine EO data and AI to forecast wildfire smoke dispersion, inform air quality alerts, and support public health and operations.

Wildfire smoke threatens health and visibility. AI fuses satellite observations, fire behavior, and meteorology to predict plume spread, enabling targeted alerts, routing changes, and resource protection.

Worker safety and shift planning for outdoor crews.

Asset protection (data centers, warehouses) ventilation guidance.

Scenario analysis for evacuation routes and shelter siting.

live demo · related simulation● LIVE

Ground AQ monitors; mobile sensors; historical AQI/PM2.5.

EO feeds (AOD/FRP/thermal); fire perimeters.

NWP forecasts; topography; fuels.

Frequently asked questions

What APIs are available for routing and operations systems, including mobile notifications?

APIs for routing operations systems; mobile notifications.

How does the Scenario Planner function within emergency management contexts?

The Scenario Planner is a tool used to model potential emergencies and their impacts, allowing for proactive planning and response strategies.

What data sources are utilized for calibrating weather forecasts – specifically EO, NWP, and AQ data – and how do they relate to historical events?

Our system ingests data from Earth observation satellites (EO), numerical weather prediction models (NWP), and air quality measurements (AQ) and then calibrates these forecasts using relevant historical event data to improve accuracy.

How are AQI and PM forecasts deployed, and how is their validation linked to ground sensor readings?

AQI and PM forecast deployments are coupled with continuous validation through comparison against real-time measurements from ground-based air quality sensors, ensuring the most accurate predictions possible.

▶ Try it live

Everything above runs in your browser — open 80k Particles Spiral Galaxy Simulation and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open 80k Particles Spiral Galaxy Simulation simulation