RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling

In recent decades, advances in the flexibility and complexity of hydrologic models have enhanced their utility in scientific studies and practice alike. However, the increasing complexity of these tools leads to a number of challenges, including steep learning curves for new users and issues regardi...

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Published in:Geoscientific Model Development
Main Authors: R. Chlumsky, J. R. Craig, S. G. M. Lin, S. Grass, L. Scantlebury, G. Brown, R. Arabzadeh
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2022
Subjects:
Online Access:https://doi.org/10.5194/gmd-15-7017-2022
https://doaj.org/article/5a90f94805af422586efee73a4660466
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spelling ftdoajarticles:oai:doaj.org/article:5a90f94805af422586efee73a4660466 2023-05-15T17:08:01+02:00 RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling R. Chlumsky J. R. Craig S. G. M. Lin S. Grass L. Scantlebury G. Brown R. Arabzadeh 2022-09-01T00:00:00Z https://doi.org/10.5194/gmd-15-7017-2022 https://doaj.org/article/5a90f94805af422586efee73a4660466 EN eng Copernicus Publications https://gmd.copernicus.org/articles/15/7017/2022/gmd-15-7017-2022.pdf https://doaj.org/toc/1991-959X https://doaj.org/toc/1991-9603 doi:10.5194/gmd-15-7017-2022 1991-959X 1991-9603 https://doaj.org/article/5a90f94805af422586efee73a4660466 Geoscientific Model Development, Vol 15, Pp 7017-7030 (2022) Geology QE1-996.5 article 2022 ftdoajarticles https://doi.org/10.5194/gmd-15-7017-2022 2022-12-30T20:35:27Z In recent decades, advances in the flexibility and complexity of hydrologic models have enhanced their utility in scientific studies and practice alike. However, the increasing complexity of these tools leads to a number of challenges, including steep learning curves for new users and issues regarding the reproducibility of modelling studies. Here, we present the <code>RavenR</code> package, an R package that leverages the power of scripting to both enhance the usability of the Raven hydrologic modelling framework and provide complementary analyses that are useful for modellers. The <code>RavenR</code> package contains functions that may be useful in each step of the model-building process, particularly for preparing input files and analyzing model outputs. The utility of the <code>RavenR</code> package is demonstrated with the presentation of six use cases for a model of the Liard River basin in Canada. These use cases provide examples of visually reviewing the model configuration, preparing input files for observation and forcing data, simplifying the model discretization, performing realism checks on the model output, and evaluating the performance of the model. All of the use cases are fully reproducible, with additional reproducible examples of <code>RavenR</code> functions included with the package distribution itself. It is anticipated that the <code>RavenR</code> package will continue to evolve with the Raven project and will provide a useful tool to new and experienced users of Raven alike. Article in Journal/Newspaper Liard River Directory of Open Access Journals: DOAJ Articles Canada Liard ENVELOPE(-67.417,-67.417,-66.850,-66.850) Geoscientific Model Development 15 18 7017 7030
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Geology
QE1-996.5
spellingShingle Geology
QE1-996.5
R. Chlumsky
J. R. Craig
S. G. M. Lin
S. Grass
L. Scantlebury
G. Brown
R. Arabzadeh
RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
topic_facet Geology
QE1-996.5
description In recent decades, advances in the flexibility and complexity of hydrologic models have enhanced their utility in scientific studies and practice alike. However, the increasing complexity of these tools leads to a number of challenges, including steep learning curves for new users and issues regarding the reproducibility of modelling studies. Here, we present the <code>RavenR</code> package, an R package that leverages the power of scripting to both enhance the usability of the Raven hydrologic modelling framework and provide complementary analyses that are useful for modellers. The <code>RavenR</code> package contains functions that may be useful in each step of the model-building process, particularly for preparing input files and analyzing model outputs. The utility of the <code>RavenR</code> package is demonstrated with the presentation of six use cases for a model of the Liard River basin in Canada. These use cases provide examples of visually reviewing the model configuration, preparing input files for observation and forcing data, simplifying the model discretization, performing realism checks on the model output, and evaluating the performance of the model. All of the use cases are fully reproducible, with additional reproducible examples of <code>RavenR</code> functions included with the package distribution itself. It is anticipated that the <code>RavenR</code> package will continue to evolve with the Raven project and will provide a useful tool to new and experienced users of Raven alike.
format Article in Journal/Newspaper
author R. Chlumsky
J. R. Craig
S. G. M. Lin
S. Grass
L. Scantlebury
G. Brown
R. Arabzadeh
author_facet R. Chlumsky
J. R. Craig
S. G. M. Lin
S. Grass
L. Scantlebury
G. Brown
R. Arabzadeh
author_sort R. Chlumsky
title RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
title_short RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
title_full RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
title_fullStr RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
title_full_unstemmed RavenR v2.1.4: an open-source R package to support flexible hydrologic modelling
title_sort ravenr v2.1.4: an open-source r package to support flexible hydrologic modelling
publisher Copernicus Publications
publishDate 2022
url https://doi.org/10.5194/gmd-15-7017-2022
https://doaj.org/article/5a90f94805af422586efee73a4660466
long_lat ENVELOPE(-67.417,-67.417,-66.850,-66.850)
geographic Canada
Liard
geographic_facet Canada
Liard
genre Liard River
genre_facet Liard River
op_source Geoscientific Model Development, Vol 15, Pp 7017-7030 (2022)
op_relation https://gmd.copernicus.org/articles/15/7017/2022/gmd-15-7017-2022.pdf
https://doaj.org/toc/1991-959X
https://doaj.org/toc/1991-9603
doi:10.5194/gmd-15-7017-2022
1991-959X
1991-9603
https://doaj.org/article/5a90f94805af422586efee73a4660466
op_doi https://doi.org/10.5194/gmd-15-7017-2022
container_title Geoscientific Model Development
container_volume 15
container_issue 18
container_start_page 7017
op_container_end_page 7030
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