A framework for the broad dissemination of hydrological models for non-expert users

IF 4.8 2区 环境科学与生态学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Timo Schaffhauser , Daniel Garijo , Maximiliano Osorio , Daniel Bittner , Suzanne Pierce , Hernán Vargas , Markus Disse , Yolanda Gil
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引用次数: 0

Abstract

Hydrological models are essential in water resources management, but the expertise required to operate them often exceeds that of potential stakeholders. We present an approach that facilitates the dissemination of hydrological models, and its implementation in the Model INTegration (MINT) framework. Our approach follows principles from software engineering to create software components that reveal only selected functionality of models which is of interest to users while abstracting from implementation complexity, and to generate metadata for the model components. This methodology makes the models more findable, accessible, interoperable, and reusable in support of FAIR principles. We showcase our methodology and its implementation in MINT using two case studies. We illustrate how the models SWAT and MODFLOW are turned into software components by hydrology experts, and how users without hydrology expertise can find, adapt, and execute them. The two models differ in terms of represented processes and in model design and structure. Our approach also benefits expert modelers, by simplifying model sharing and the execution of model ensembles. MINT is a general modeling framework that uses artificial intelligence techniques to assist users, and is released as open-source software.

向非专家用户广泛传播水文模型的框架
水文模型在水资源管理中至关重要,但操作水文模型所需的专业知识往往超过潜在利益攸关方的专业知识。我们提出了一种促进水文模型传播的方法,并在模型集成(MINT)框架中实施。我们的方法遵循软件工程的原则来创建软件组件,这些组件只显示用户感兴趣的模型的选定功能,同时从实现复杂性中抽象出来,并为模型组件生成元数据。这种方法使模型更容易找到、访问、互操作和可重用,从而支持FAIR原则。我们通过两个案例研究展示了我们的方法及其在MINT中的实施。我们说明了水文学专家如何将SWAT和MODFLOW模型转化为软件组件,以及没有水文学专业知识的用户如何找到、适应和执行它们。这两种模型在表示过程以及模型设计和结构方面有所不同。我们的方法也有利于专家建模,通过简化模型共享和模型集成的执行。MINT是一个通用的建模框架,它使用人工智能技术来帮助用户,并作为开源软件发布。
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来源期刊
Environmental Modelling & Software
Environmental Modelling & Software 工程技术-工程:环境
CiteScore
9.30
自引率
8.20%
发文量
241
审稿时长
60 days
期刊介绍: Environmental Modelling & Software publishes contributions, in the form of research articles, reviews and short communications, on recent advances in environmental modelling and/or software. The aim is to improve our capacity to represent, understand, predict or manage the behaviour of environmental systems at all practical scales, and to communicate those improvements to a wide scientific and professional audience.
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