4D Fuels

4D Fuel, Fire, and Smoke Case Study

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Field Data

Field Data Dashboard

This dashboard shows data collected from 2024-2025 as part of a research grant funded by a UC Climate Action Seed Grant to create 3D fuel and fire models to enable 1) site and scenario-specific modeling of prescribed burns and 2) monitoring of ecological impacts. The project, a collaboration with CAL FIRE, advances the ability to on-ramp multi-modal data sources for fuel modeling to help achieve the goal of scaling vegetation treatments to reduce wildfire risk by transforming the existing tool suite for training, planning and execution of prescribed burns.

All the data is available for download in the data catalog.

Credit: Oscar Garcia Companys