Modeling data for burn severity of the East Troublesome and Grizzly Creek for integration with post-fire debris flow in the upper Colorado River basin, USA
Description
These data were compiled for/to provide an example and assess methods and results of pre-fire estimation of predicted differenced normalized burn ration (dNBR) for predicting post-fire debris flow hazard classification. Objective(s) of our study were to develop predictive models for burn severity, using variables of pre-fire conditions, for two large wildfires from 2020 in Colorado, USA. These data represent pre-fire predictions of post-fire differenced normalized burn ratio (dNBR) as a proxy of burn severity and further understand pre-fire modeling of burn severity. These data were collected/created in the fire perimeters the East Troublesome Fire (10/14/2020 – 11/30/2020) and the Grizzly Creek Fire (8/10/2020 – 12/18/2020), Colorado, USA. These data were collected/created by use of random forest modeling of variables representing pre-fire conditions (satellite spectral data, landscape biophysical data, GIS topographic data, and meteorological/climate data) against observed estimates of post-fire difference in normalized burn ratio (dNBR). These data can be used to provide estimates of burn severity for post-fire hazard analysis.
Resources
| Name |
Format |
Description |
Link |
|
55 |
The metadata original format |
https://data.usgs.gov/datacatalog/metadata/USGS.623c8a96d34e915b67d39482.xml |
|
55 |
Landing page for access to the data |
https://doi.org/10.5066/P9T077XK |
Tags
- environment
- east-troublesome-fire
- fire-perimeters
- grand-county
- pre-fire-estimation
- colorado
- data-release
- debris-flow
- burn-severity
- grand-lake
- modeling
- random-forest-modeling
- grizzly-creek
- biota
- grizzly-creek-fire
- usgs-623c8a96d34e915b67d39482
- white-river-national-forest
- post-fire-differenced-normalized-burn-ratio
- predicted-differenced-normalized-burn-ration
- volume-of-debris-flow
- wildfire
- rocky-mountain-national-park
- kremmling
- east-fork-troublesome-creek
- glenwood-canyon
- pre-fire-modeling
- fires
- garfield-county
- glenwood-springs
- estes-park
- pre-fire-predictions
- water-quality
- arapaho-national-forest
- pre-fire-conditions
- remote-sensing
- dnbr
- fire-damage
- differenced-normalized-burn-ratio
- granby
- hazards
- post-fire-hazard
- wildland-fire
- landslides
- machine-learning
- predictive-models
- fuel