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首页> 外文期刊>Geoscientific Model Development >glmGUI v1.0: an R-based graphical user interface and toolbox for GLM (General Lake Model) simulations
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glmGUI v1.0: an R-based graphical user interface and toolbox for GLM (General Lake Model) simulations

机译:GLMGUI V1.0:基于R的图形用户界面和GLM的工具箱(通用湖模型)模拟

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摘要

Numerical modeling provides an opportunity to quantify the reaction of lakes to alterations in their environment, such as changes in climate or hydrological conditions. The one-dimensional hydrodynamic General Lake Model (GLM) is an open-source software and widely used within the limnological research community. Nevertheless, no interface to process the input data and run the model and no tools for an automatic parameter calibration yet exist. Hence, we developed glmGUI, a graphical user interface (GUI) including a toolbox for an autocalibration, parameter sensitivity analysis, and several plot options. The tool is provided as a package for the freely available scientific code language R. The model parameters can be analyzed and calibrated for the simulation output variables water temperature and lake level. The glmGUI package is tested for two sites (lake Ammersee, Germany, and lake Baratz, Italy), distinguishing size, mixing regime, hydrology of the catchment area (i.e., the number of inflows and their runoff seasonality), and climatic conditions. A robust simulation of water temperature for both lakes (Ammersee: RMSE =1.17 °C; Baratz: RMSE =1.30 °C) is achieved by a quick automatic calibration. The quality of a water temperature simulation can be assessed immediately by means of a difference plot provided by glmGUI, which displays the distribution of the spatial (vertical) and temporal deviations. The calibration of the lake-level simulations of lake Ammersee for multiple hydrological inputs including also unknown inflows yielded a satisfactory model fit (RMSE =0.20 m). This shows that GLM can also be used to estimate the water balance of lakes correctly. The tools provided by glmGUI enable a less time-consuming and simplified parameter optimization within the calibration process. Due to this, i.e., the free availability and the implementation in a GUI, the presented R package expands the application of GLM to a broader field of lake modeling research and even beyond limnological experts.
机译:数值模型提供了量化湖泊反应对其环境变化的机会,例如气候或水文条件的变化。一维流体动力学通用湖模型(GLM)是一种开源软件,广泛应用于Limnological研究界。尽管如此,没有处理输入数据的接口,运行模型,没有用于自动参数校准的工具。因此,我们开发了GlmGui,一个图形用户界面(GUI),包括工具箱,用于自动校准,参数灵敏度分析和几个绘图选项。该工具被提供为可自由的科学代码语言R的包装。可以分析和校准模型参数,以进行模拟输出变量水温和湖泊等级。 GLMGUI封装测试了两个地点(德国湖,德国和湖巴巴拉兹,意大利),区分大小,混合制度,集水区水文(即流入及其径流季节性)和气候条件。通过快速自动校准实现湖泊(Ammersee:Rmse = 1.17°C; Baratz:Rmse = 1.30°C)的稳健模拟水温。水温模拟的质量可以立即通过GLMGUI提供的差异图来评估,该差异显示空间(垂直)和时间偏差的分布。用于多种水文输入的湖泊湖泊模拟的校准,包括未知流入的多种水文投入产生令人满意的型号(RMSE = 0.20米)。这表明GLM也可用于估计湖泊的水平正确。 GLMGUI提供的工具在校准过程中启用较少耗时和简化的参数优化。由于这,即,GUI的免费可用性和实施​​,所呈现的R包扩大了GLM在更广泛的湖泊建模研究领域甚至超越湖沼的应用。

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