California wildfire spread derived using VIIRS satellite observations and an object-based tracking system.
Yang Chen1, Stijn Hantson2,3, Niels Andela4
1Department of Earth System Science, University of California, Irvine, CA, USA. yang.chen@uci.edu.
Scientific Data
|May 31, 2022
Summary
A new system tracks wildfire progression using satellite data, improving understanding of fire behavior and impacts. This aids in wildfire modeling and emissions estimation for fire-prone regions.
Area of Science:
- Earth and Environmental Sciences
- Remote Sensing
- Geospatial Analysis
Background:
- Wildfire regimes are changing, posing risks to human health and ecosystems.
- Current understanding of wildfire spread and behavior is limited by data gaps.
- Systematic quantification of fire progression and impacts is needed.
Purpose of the Study:
- To develop a novel object-based system for tracking individual wildfire progression.
- To utilize Visible Infrared Imaging Radiometer Suite (VIIRS) active fire detections.
- To enhance wildfire monitoring and data product generation.
Main Methods:
- An object-based system was developed to cluster and track fire pixels.
- The system uses half-daily VIIRS active fire detections (375m resolution).
- Fires are tracked by appending pixels to existing objects or creating new ones, enabling automated updates of fire attributes, perimeters, and active fronts.
Main Results:
- The system successfully mapped California fires from 2012-2020.
- It allows for near-real-time delineation of fire perimeters and active fronts.
- The approach provides a systematic data stream for fire event analysis.
Conclusions:
- The developed system offers a novel method for tracking wildfire progression using satellite data.
- This approach can improve the calibration and evaluation of fire spread models.
- The data stream supports near-real-time wildfire emissions estimation and fire forecast model initialization.
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