A taxonomy for reproducible and replicable research in environmental modelling
A taxonomy for reproducible and replicable research in environmental modelling
复制标题
环境建模中可重复和可复制研究的分类法
DOI:
10.1016/j.envsoft.2020.104753
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发表时间:
2020
影响因子:
4.9
通讯作者:
Malik, Tanu
中科院分区:
文献类型:
--
作者:
Essawy, Bakinam T.;Goodall, Jonathan L.;Voce, Daniel;Morsy, Mohamed M.;Sadler, Jeffrey M.;Choi, Young Don;Tarboton, David G.;Malik, Tanu
Despite the growing acknowledgment of reproducibility crisis in computational science, there is still a lack of clarity around what exactly constitutes a reproducible or replicable study in many computational fields, including environmental modelling. To this end, we put forth a taxonomy that defines an environmental modelling study as being either 1) repeatable, 2) runnable, 3) reproducible, or 4) replicable. We introduce these terms with illustrative examples from hydrology using a hydrologic modelling framework along with cyberinfrastructure aimed at fostering reproducibility. Using this taxonomy as a guide, we argue that containerization is an important but lacking component needed to achieve the goal of computational reproducibility in hydrology and environmental modelling. Examples from hydrology are provided to demonstrate how new tools, including a user-friendly tool for containerization of computational analyses called Sciunit, can lower the barrier to reproducibility and replicability in the environmental modelling community.
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影响因子:
--
作者:
Yuan, Zhihao;Ton That, Dai;Kothari, Siddhant;Fils, Gabriel;Malik, Tanu
通讯作者:
Malik, Tanu
DOI:
10.1109/escience.2017.51
发表时间:
2017
期刊:
IEEE 13th International Conference on e-Science (e-Science
影响因子:
--
作者:
Ton That, Dai Hai;Fils, Gabriel;Yuan, Zhihao;Malik, Tanu
通讯作者:
Malik, Tanu
影响因子:
4.9
作者:
Essawy, Bakinam T.;Goodall, Jonathan L.;Zell, Wesley;Voce, Daniel;Morsy, Mohamed M.;Sadler, Jeffrey;Yuan, Zhihao;Malik, Tanu
通讯作者:
Malik, Tanu
影响因子:
4.9
作者:
Bakinam T. Essawy;J. Goodall;Hao Xu;Y. Gil
通讯作者:
Y. Gil
DOI:
10.1045/january2017-nuest
发表时间:
2017
期刊:
D Lib Mag.
影响因子:
--
作者:
Daniel Nüst;M. Konkol;E. Pebesma;C. Kray;Marc Schutzeichel;H. Przibytzin;Jörg Lorenz
通讯作者:
Jörg Lorenz