CSDMS Data Components: data-model integration tools for Earth surface processes modeling

被引:0
|
作者
Gan, Tian [1 ]
Tucker, Gregory E. [2 ,3 ]
Hutton, Eric W. H. [1 ]
Piper, Mark D. [1 ]
Overeem, Irina [1 ,2 ]
Kettner, Albert J. [1 ]
Campforts, Benjamin [1 ]
Moriarty, Julia M. [1 ,4 ]
Undzis, Brianna [1 ,4 ]
Pierce, Ethan [1 ,2 ]
Mccready, Lynn [1 ]
机构
[1] Univ Colorado, Inst Arctic & Alpine Res INSTAAR, Boulder, CO 80309 USA
[2] Univ Colorado, Dept Geol Sci, Boulder, CO 80309 USA
[3] Univ Colorado, Cooperat Inst Res Environm Sci CIRES, Boulder, CO 80309 USA
[4] Univ Colorado, Dept Atmospher & Ocean Sci, Boulder, CO 80309 USA
基金
美国国家科学基金会;
关键词
COASTAL REGIONS; LANDLAB; FLOW; WILDFIRE; PLATFORM; EROSION;
D O I
10.5194/gmd-17-2165-2024
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Progress in better understanding and modeling Earth surface systems requires an ongoing integration of data and numerical models. Advances are currently hampered by technical barriers that inhibit finding, accessing, and executing modeling software with related datasets. We propose a design framework for Data Components, which are software packages that provide access to particular research datasets or types of data. Because they use a standard interface based on the Basic Model Interface (BMI), Data Components can function as plug-and-play components within modeling frameworks to facilitate seamless data-model integration. To illustrate the design and potential applications of Data Components and their advantages, we present several case studies in Earth surface processes analysis and modeling. The results demonstrate that the Data Component design provides a consistent and efficient way to access heterogeneous datasets from multiple sources and to seamlessly integrate them with various models. This design supports the creation of open data-model integration workflows that can be discovered, accessed, and reproduced through online data sharing platforms, which promotes data reuse and improves research transparency and reproducibility.
引用
收藏
页码:2165 / 2185
页数:21
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