A CONUS-scale study of wildfire and evapotranspiration: Spatial and temporal response and controlling factors. Collar, N. M., Saxe, S., Rust, A. J., & Hogue, T. S. Journal of Hydrology, 603:127162, December, 2021.
Paper doi abstract bibtex Evapotranspiration (ET) accounts for a substantial portion of regional water budgets in much of the southeast and fire-prone western United States (US). Even small changes in ET rates can translate to meaningful shifts in runoff patterns and makes forecasting the direction and magnitude of wildfire-induced ET alteration of critical importance. We use 1 km ET estimates from the operational Simplified Surface Energy Balance (SSEBop) product for the conterminous US (CONUS) to evaluate post-fire ET and evaporation ratio (ET/P) shifts in the first five post-fire years in approximately 5500 unique fires. Pixels with similar ET/P responses to fire are grouped through k-means clustering and the resultant cluster distribution is explored over space and time. The largest changes in post-fire ET/P are observed in the southwestern CONUS where first-year ratios are reduced by 50 to 90% and pre-fire ratios are rarely recovered by post-fire year five. Regional and intra-fire ET/P response variability is also highest in the western CONUS where climatic, topographic, and ecologic gradients are steep. Post-fire ET/P modifications are small to negligible in the east-southeast CONUS, and 18% of all pixels analyzed exhibit small to moderate increases in post-fire year one ET/P. A comparison of burned and unburned pixel pairs confirms the role of fire in the shifts but also indicates a high degree of background variability in the ET and precipitation data. Although the biggest percent ET/P reductions occur in shrub/scrub landscapes in much of the west, the biggest magnitude ET changes often occur in evergreen forests. Higher burn severities are consistently correlated with greater post-fire ET/P reductions, while relationships between post-fire ET/P shifts and numerous other landscape attributes (e.g., pre-fire vegetation type) vary in both direction and magnitude in different parts of the CONUS. Further work can be conducted to refine controlling relationships within more homogeneous sub-regions.
@article{collar_conus-scale_2021,
title = {A {CONUS}-scale study of wildfire and evapotranspiration: {Spatial} and temporal response and controlling factors},
volume = {603},
issn = {0022-1694},
shorttitle = {A {CONUS}-scale study of wildfire and evapotranspiration},
url = {https://www.sciencedirect.com/science/article/pii/S0022169421012129},
doi = {10.1016/j.jhydrol.2021.127162},
abstract = {Evapotranspiration (ET) accounts for a substantial portion of regional water budgets in much of the southeast and fire-prone western United States (US). Even small changes in ET rates can translate to meaningful shifts in runoff patterns and makes forecasting the direction and magnitude of wildfire-induced ET alteration of critical importance. We use 1 km ET estimates from the operational Simplified Surface Energy Balance (SSEBop) product for the conterminous US (CONUS) to evaluate post-fire ET and evaporation ratio (ET/P) shifts in the first five post-fire years in approximately 5500 unique fires. Pixels with similar ET/P responses to fire are grouped through k-means clustering and the resultant cluster distribution is explored over space and time. The largest changes in post-fire ET/P are observed in the southwestern CONUS where first-year ratios are reduced by 50 to 90\% and pre-fire ratios are rarely recovered by post-fire year five. Regional and intra-fire ET/P response variability is also highest in the western CONUS where climatic, topographic, and ecologic gradients are steep. Post-fire ET/P modifications are small to negligible in the east-southeast CONUS, and 18\% of all pixels analyzed exhibit small to moderate increases in post-fire year one ET/P. A comparison of burned and unburned pixel pairs confirms the role of fire in the shifts but also indicates a high degree of background variability in the ET and precipitation data. Although the biggest percent ET/P reductions occur in shrub/scrub landscapes in much of the west, the biggest magnitude ET changes often occur in evergreen forests. Higher burn severities are consistently correlated with greater post-fire ET/P reductions, while relationships between post-fire ET/P shifts and numerous other landscape attributes (e.g., pre-fire vegetation type) vary in both direction and magnitude in different parts of the CONUS. Further work can be conducted to refine controlling relationships within more homogeneous sub-regions.},
urldate = {2024-04-16},
journal = {Journal of Hydrology},
author = {Collar, Natalie M. and Saxe, Samuel and Rust, Ashley J. and Hogue, Terri S.},
month = dec,
year = {2021},
keywords = {Disturbance hydrology, K-means clustering, Machine learning, Post-fire, Remote sensing, SSEBop, notion},
pages = {127162},
}
Downloads: 0
{"_id":"oXmBd9JyhCfLB2aFb","bibbaseid":"collar-saxe-rust-hogue-aconusscalestudyofwildfireandevapotranspirationspatialandtemporalresponseandcontrollingfactors-2021","author_short":["Collar, N. M.","Saxe, S.","Rust, A. J.","Hogue, T. S."],"bibdata":{"bibtype":"article","type":"article","title":"A CONUS-scale study of wildfire and evapotranspiration: Spatial and temporal response and controlling factors","volume":"603","issn":"0022-1694","shorttitle":"A CONUS-scale study of wildfire and evapotranspiration","url":"https://www.sciencedirect.com/science/article/pii/S0022169421012129","doi":"10.1016/j.jhydrol.2021.127162","abstract":"Evapotranspiration (ET) accounts for a substantial portion of regional water budgets in much of the southeast and fire-prone western United States (US). Even small changes in ET rates can translate to meaningful shifts in runoff patterns and makes forecasting the direction and magnitude of wildfire-induced ET alteration of critical importance. We use 1 km ET estimates from the operational Simplified Surface Energy Balance (SSEBop) product for the conterminous US (CONUS) to evaluate post-fire ET and evaporation ratio (ET/P) shifts in the first five post-fire years in approximately 5500 unique fires. Pixels with similar ET/P responses to fire are grouped through k-means clustering and the resultant cluster distribution is explored over space and time. The largest changes in post-fire ET/P are observed in the southwestern CONUS where first-year ratios are reduced by 50 to 90% and pre-fire ratios are rarely recovered by post-fire year five. Regional and intra-fire ET/P response variability is also highest in the western CONUS where climatic, topographic, and ecologic gradients are steep. Post-fire ET/P modifications are small to negligible in the east-southeast CONUS, and 18% of all pixels analyzed exhibit small to moderate increases in post-fire year one ET/P. A comparison of burned and unburned pixel pairs confirms the role of fire in the shifts but also indicates a high degree of background variability in the ET and precipitation data. Although the biggest percent ET/P reductions occur in shrub/scrub landscapes in much of the west, the biggest magnitude ET changes often occur in evergreen forests. Higher burn severities are consistently correlated with greater post-fire ET/P reductions, while relationships between post-fire ET/P shifts and numerous other landscape attributes (e.g., pre-fire vegetation type) vary in both direction and magnitude in different parts of the CONUS. Further work can be conducted to refine controlling relationships within more homogeneous sub-regions.","urldate":"2024-04-16","journal":"Journal of Hydrology","author":[{"propositions":[],"lastnames":["Collar"],"firstnames":["Natalie","M."],"suffixes":[]},{"propositions":[],"lastnames":["Saxe"],"firstnames":["Samuel"],"suffixes":[]},{"propositions":[],"lastnames":["Rust"],"firstnames":["Ashley","J."],"suffixes":[]},{"propositions":[],"lastnames":["Hogue"],"firstnames":["Terri","S."],"suffixes":[]}],"month":"December","year":"2021","keywords":"Disturbance hydrology, K-means clustering, Machine learning, Post-fire, Remote sensing, SSEBop, notion","pages":"127162","bibtex":"@article{collar_conus-scale_2021,\n\ttitle = {A {CONUS}-scale study of wildfire and evapotranspiration: {Spatial} and temporal response and controlling factors},\n\tvolume = {603},\n\tissn = {0022-1694},\n\tshorttitle = {A {CONUS}-scale study of wildfire and evapotranspiration},\n\turl = {https://www.sciencedirect.com/science/article/pii/S0022169421012129},\n\tdoi = {10.1016/j.jhydrol.2021.127162},\n\tabstract = {Evapotranspiration (ET) accounts for a substantial portion of regional water budgets in much of the southeast and fire-prone western United States (US). Even small changes in ET rates can translate to meaningful shifts in runoff patterns and makes forecasting the direction and magnitude of wildfire-induced ET alteration of critical importance. We use 1 km ET estimates from the operational Simplified Surface Energy Balance (SSEBop) product for the conterminous US (CONUS) to evaluate post-fire ET and evaporation ratio (ET/P) shifts in the first five post-fire years in approximately 5500 unique fires. Pixels with similar ET/P responses to fire are grouped through k-means clustering and the resultant cluster distribution is explored over space and time. The largest changes in post-fire ET/P are observed in the southwestern CONUS where first-year ratios are reduced by 50 to 90\\% and pre-fire ratios are rarely recovered by post-fire year five. Regional and intra-fire ET/P response variability is also highest in the western CONUS where climatic, topographic, and ecologic gradients are steep. Post-fire ET/P modifications are small to negligible in the east-southeast CONUS, and 18\\% of all pixels analyzed exhibit small to moderate increases in post-fire year one ET/P. A comparison of burned and unburned pixel pairs confirms the role of fire in the shifts but also indicates a high degree of background variability in the ET and precipitation data. Although the biggest percent ET/P reductions occur in shrub/scrub landscapes in much of the west, the biggest magnitude ET changes often occur in evergreen forests. Higher burn severities are consistently correlated with greater post-fire ET/P reductions, while relationships between post-fire ET/P shifts and numerous other landscape attributes (e.g., pre-fire vegetation type) vary in both direction and magnitude in different parts of the CONUS. Further work can be conducted to refine controlling relationships within more homogeneous sub-regions.},\n\turldate = {2024-04-16},\n\tjournal = {Journal of Hydrology},\n\tauthor = {Collar, Natalie M. and Saxe, Samuel and Rust, Ashley J. and Hogue, Terri S.},\n\tmonth = dec,\n\tyear = {2021},\n\tkeywords = {Disturbance hydrology, K-means clustering, Machine learning, Post-fire, Remote sensing, SSEBop, notion},\n\tpages = {127162},\n}\n\n\n\n","author_short":["Collar, N. M.","Saxe, S.","Rust, A. J.","Hogue, T. S."],"key":"collar_conus-scale_2021","id":"collar_conus-scale_2021","bibbaseid":"collar-saxe-rust-hogue-aconusscalestudyofwildfireandevapotranspirationspatialandtemporalresponseandcontrollingfactors-2021","role":"author","urls":{"Paper":"https://www.sciencedirect.com/science/article/pii/S0022169421012129"},"keyword":["Disturbance hydrology","K-means clustering","Machine learning","Post-fire","Remote sensing","SSEBop","notion"],"metadata":{"authorlinks":{}}},"bibtype":"article","biburl":"https://bibbase.org/zotero/noahweidig","dataSources":["jnxomrje9E4gnXpAz"],"keywords":["disturbance hydrology","k-means clustering","machine learning","post-fire","remote sensing","ssebop","notion"],"search_terms":["conus","scale","study","wildfire","evapotranspiration","spatial","temporal","response","controlling","factors","collar","saxe","rust","hogue"],"title":"A CONUS-scale study of wildfire and evapotranspiration: Spatial and temporal response and controlling factors","year":2021}