Cargando…
The sensitivity of simulated streamflow to individual hydrologic processes across North America
Streamflow sensitivity to different hydrologic processes varies in both space and time. This sensitivity is traditionally evaluated for the parameters specific to a given hydrologic model simulating streamflow. In this study, we apply a novel analysis over more than 3000 basins across North America...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786896/ https://www.ncbi.nlm.nih.gov/pubmed/35075128 http://dx.doi.org/10.1038/s41467-022-28010-7 |
_version_ | 1784639241897115648 |
---|---|
author | Mai, Juliane Craig, James R. Tolson, Bryan A. Arsenault, Richard |
author_facet | Mai, Juliane Craig, James R. Tolson, Bryan A. Arsenault, Richard |
author_sort | Mai, Juliane |
collection | PubMed |
description | Streamflow sensitivity to different hydrologic processes varies in both space and time. This sensitivity is traditionally evaluated for the parameters specific to a given hydrologic model simulating streamflow. In this study, we apply a novel analysis over more than 3000 basins across North America considering a blended hydrologic model structure, which includes not only parametric, but also structural uncertainties. This enables seamless quantification of model process sensitivities and parameter sensitivities across a continuous set of models. It also leads to high-level conclusions about the importance of water cycle components on streamflow predictions, such as quickflow being the most sensitive process for streamflow simulations across the North American continent. The results of the 3000 basins are used to derive an approximation of sensitivities based on physiographic and climatologic data without the need to perform expensive sensitivity analyses. Detailed spatio-temporal inputs and results are shared through an interactive website. |
format | Online Article Text |
id | pubmed-8786896 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87868962022-02-07 The sensitivity of simulated streamflow to individual hydrologic processes across North America Mai, Juliane Craig, James R. Tolson, Bryan A. Arsenault, Richard Nat Commun Article Streamflow sensitivity to different hydrologic processes varies in both space and time. This sensitivity is traditionally evaluated for the parameters specific to a given hydrologic model simulating streamflow. In this study, we apply a novel analysis over more than 3000 basins across North America considering a blended hydrologic model structure, which includes not only parametric, but also structural uncertainties. This enables seamless quantification of model process sensitivities and parameter sensitivities across a continuous set of models. It also leads to high-level conclusions about the importance of water cycle components on streamflow predictions, such as quickflow being the most sensitive process for streamflow simulations across the North American continent. The results of the 3000 basins are used to derive an approximation of sensitivities based on physiographic and climatologic data without the need to perform expensive sensitivity analyses. Detailed spatio-temporal inputs and results are shared through an interactive website. Nature Publishing Group UK 2022-01-24 /pmc/articles/PMC8786896/ /pubmed/35075128 http://dx.doi.org/10.1038/s41467-022-28010-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Mai, Juliane Craig, James R. Tolson, Bryan A. Arsenault, Richard The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title | The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title_full | The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title_fullStr | The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title_full_unstemmed | The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title_short | The sensitivity of simulated streamflow to individual hydrologic processes across North America |
title_sort | sensitivity of simulated streamflow to individual hydrologic processes across north america |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786896/ https://www.ncbi.nlm.nih.gov/pubmed/35075128 http://dx.doi.org/10.1038/s41467-022-28010-7 |
work_keys_str_mv | AT maijuliane thesensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT craigjamesr thesensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT tolsonbryana thesensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT arsenaultrichard thesensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT maijuliane sensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT craigjamesr sensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT tolsonbryana sensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica AT arsenaultrichard sensitivityofsimulatedstreamflowtoindividualhydrologicprocessesacrossnorthamerica |