AI for Wildfire Prediction & Evacuation Routing

Probabilistic ignition maps, near real-time spread forecasting, smoke impact modeling, and adaptive evacuation routing to save lives and critical assets.

Wildfire risk is rising with hotter, drier seasons, expanding wildland-urban interfaces, and stressed utilities. AI-driven wildfire platforms combine satellite/remote sensing, mesoscale weather, fuels, historical fire perimeters, and mobility data to predict ignition likelihood, spread, smoke plumes, and to orchestrate evacuations. Success depends on robust data fusion, uncertainty-aware models, decision support for incident command, and seamless integration with traffic and alerting systems.

Shelter assignment and load balancing; supply chain routing.

Staging of crews, aircraft, dozers, and fuel/retardant logistics.

Automated alerting (cell broadcast, sirens, apps) with multilingual templates.

live demo · related simulation● LIVE

Surrogate models for fire spread (Cellular Automata, graph GNNs) calib

Traffic simulation + RL for evacuation routing; smoke dispersion models.

GIS dashboards with raster tiles, uncertainty bands, re-run controls.

Frequently asked questions

What is the purpose of deploying dashboards and alerting APIs, and how does training relate to this process?

Deploy dashboards + alerting APIs; train incident command on playbooks; multilingual templates.

How can I operationalize model retraining and drift detection within mysimulator.uk?

Operationalize re-training, drift detection, QA of inputs (cloud contamination, bad sensors).

Can the simulation environment be expanded to include additional geographic regions and visual overlays for system health monitoring?

The platform allows expansion into different geographical locations and provides smoke/health overlay capabilities, which can be integrated with pre-defined utility shutoff playbooks.

What are the key aspects of Operations & Monitoring within mysimulator.uk?

Operations & Monitoring encompasses the essential processes for observing system performance, identifying potential issues, and ensuring the simulation environment remains stable and reliable.

▶ Try it live

Everything above runs in your browser — open Earthquake Wave Propagation Simulation and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open Earthquake Wave Propagation Simulation simulation

AI for Wildfire Prediction & Evacuation Routing | ML Knowledge Hub