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smoke and fire rise over a house

From Prediction to Practice: A High-Resolution Fire-Response Framework to Enhance Community Resilience

This project introduces a groundbreaking approach to wildfire risk management at the wildland–urban interface. Its core innovation is an integrated framework that combines high-resolution physical fire modeling, behavioral decision analysis, and vulnerability assessment, domains that have historically operated in isolation. 

At the technical level, the team is developing a fire spread model capable of simulating fire progression across natural and built environments at 10-meter resolution and hourly intervals. This advancement reduces computation time from days to hours, enabling near-real-time forecasting of fire perimeters, spread rates, and directions, critical intelligence for emergency planners.

The project’s impact extends beyond predictive modeling by incorporating proactive behavioral research and targeted applications for vulnerable populations. Through surveys designed to capture evacuation decisions under diverse hypothetical fire and policy scenarios, the team will generate forward-looking insights into human responses, laying the groundwork for AI-driven decision-support tools. 

A pilot application focused on nursing homes demonstrates the framework’s practical value, producing tailored evacuation strategies for facilities with limited mobility and high vulnerability. By bridging predictive science with actionable planning, this work promises to transform wildfire preparedness, enhance community resilience, and set a new standard for integrated climate-risk management.

Project Team

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Huilin Huang
Huilin
Huang
Assistant Professor
University of Virginia
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Hongru Du
Hongru
Du
Assistant Professor
University of Virginia
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Aaron Reuben
Aaron
Reuben
Assistant Professor of Psychology
University of Virginia
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Majid Shafiee-Jood
Majid
Shafiee-Jood
Research Assistant Professor
University of Virginia
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