Using R in hydrology: a review of recent developments and future directions
The open-source programming language R has gained a central place in the hydrological sciences over the last decade, driven by the availability of diverse hydro-meteorological data archives and the development of open-source computational tools. The growth of R's usage in hydrology is reflected...
| Main Authors: | , , , , , , , , |
|---|---|
| Format: | Journal article |
| Language: | English |
| Published: |
European Geosciences Union
2019
|
| _version_ | 1797065186856665088 |
|---|---|
| author | Slater, L Thirel, G Harrigan, S Delaigue, O Hurley, A Khouakhi, A Prodoscimi, I Vitolo, C Smith, K |
| author_facet | Slater, L Thirel, G Harrigan, S Delaigue, O Hurley, A Khouakhi, A Prodoscimi, I Vitolo, C Smith, K |
| author_sort | Slater, L |
| collection | OXFORD |
| description | The open-source programming language R has gained a central place in the hydrological sciences over the last decade, driven by the availability of diverse hydro-meteorological data archives and the development of open-source computational tools. The growth of R's usage in hydrology is reflected in the number of newly published hydrological packages, the strengthening of online user communities, and the popularity of training courses and events. In this paper, we explore the benefits and advantages of R's usage in hydrology, such as the democratization of data science and numerical literacy, the enhancement of reproducible research and open science, the access to statistical tools, the ease of connecting R to and from other languages, and the support provided by a growing community. This paper provides an overview of a typical hydrological workflow based on reproducible principles and packages for retrieval of hydro-meteorological data, spatial analysis, hydrological modelling, statistics, and the design of static and dynamic visualizations and documents. We discuss some of the challenges that arise when using R in hydrology and useful tools to overcome them, including the use of hydrological libraries, documentation, and vignettes (long-form guides that illustrate how to use packages); the role of integrated development environments (IDEs); and the challenges of big data and parallel computing in hydrology. Lastly, this paper provides a roadmap for R's future within hydrology, with R packages as a driver of progress in the hydrological sciences, application programming interfaces (APIs) providing new avenues for data acquisition and provision, enhanced teaching of hydrology in R, and the continued growth of the community via short courses and events. |
| first_indexed | 2024-03-06T21:25:04Z |
| format | Journal article |
| id | oxford-uuid:42cf3806-bf3f-4479-8287-7e1365ff11bb |
| institution | University of Oxford |
| language | English |
| last_indexed | 2024-03-06T21:25:04Z |
| publishDate | 2019 |
| publisher | European Geosciences Union |
| record_format | dspace |
| spelling | oxford-uuid:42cf3806-bf3f-4479-8287-7e1365ff11bb2022-03-26T14:51:38ZUsing R in hydrology: a review of recent developments and future directionsJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:42cf3806-bf3f-4479-8287-7e1365ff11bbEnglishSymplectic Elements at OxfordEuropean Geosciences Union2019Slater, LThirel, GHarrigan, SDelaigue, OHurley, AKhouakhi, AProdoscimi, IVitolo, CSmith, KThe open-source programming language R has gained a central place in the hydrological sciences over the last decade, driven by the availability of diverse hydro-meteorological data archives and the development of open-source computational tools. The growth of R's usage in hydrology is reflected in the number of newly published hydrological packages, the strengthening of online user communities, and the popularity of training courses and events. In this paper, we explore the benefits and advantages of R's usage in hydrology, such as the democratization of data science and numerical literacy, the enhancement of reproducible research and open science, the access to statistical tools, the ease of connecting R to and from other languages, and the support provided by a growing community. This paper provides an overview of a typical hydrological workflow based on reproducible principles and packages for retrieval of hydro-meteorological data, spatial analysis, hydrological modelling, statistics, and the design of static and dynamic visualizations and documents. We discuss some of the challenges that arise when using R in hydrology and useful tools to overcome them, including the use of hydrological libraries, documentation, and vignettes (long-form guides that illustrate how to use packages); the role of integrated development environments (IDEs); and the challenges of big data and parallel computing in hydrology. Lastly, this paper provides a roadmap for R's future within hydrology, with R packages as a driver of progress in the hydrological sciences, application programming interfaces (APIs) providing new avenues for data acquisition and provision, enhanced teaching of hydrology in R, and the continued growth of the community via short courses and events. |
| spellingShingle | Slater, L Thirel, G Harrigan, S Delaigue, O Hurley, A Khouakhi, A Prodoscimi, I Vitolo, C Smith, K Using R in hydrology: a review of recent developments and future directions |
| title | Using R in hydrology: a review of recent developments and future directions |
| title_full | Using R in hydrology: a review of recent developments and future directions |
| title_fullStr | Using R in hydrology: a review of recent developments and future directions |
| title_full_unstemmed | Using R in hydrology: a review of recent developments and future directions |
| title_short | Using R in hydrology: a review of recent developments and future directions |
| title_sort | using r in hydrology a review of recent developments and future directions |
| work_keys_str_mv | AT slaterl usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT thirelg usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT harrigans usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT delaigueo usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT hurleya usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT khouakhia usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT prodoscimii usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT vitoloc usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections AT smithk usingrinhydrologyareviewofrecentdevelopmentsandfuturedirections |