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The airGR galaxy: hydrological tools around GR models

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<p>As they are useful and convenient, rainfall-runoff models are widely used in research and engineering. Applications of rainfall-runoff models range from flood risks estimation, to water resources management and low-flow related issues. The Catchment Hydrology Group at INRAE (Antony, France) has developed a set of conceptual GR models over the past 30 years with the main objective of designing models that are as efficient as possible in terms of streamflow simulation, and are applicable to a wide range of catchments with low data requirements.</p><p>In recent years, in order to provide access to these hydrological models, INRAE has developed an open-source package named airGR for the R free software environment. This tool embeds the GR4H, GR4J, GR2M and GR1A models, among others, which operate at the hourly, daily, monthly and annual time steps. This package also includes a snow accumulation and melt module, a calibration tool, efficiency criterion calculations and plotting facilities.</p><p>Recently, a galaxy of tools (fig. 1) has formed around airGR (hydroGR.github.io/airGR). <br>airGRteaching R package is designed for simple applications and requires limited coding knowledge. It also offers a graphical user interface particularly useful for educational purposes. <br>airGRiwrm R package (for integrated water resources management) provides tools to integrate human influences in a semi-distributed hydrological model, namely local flow injections or withdrawals based on predefined flows, or on user-defined decision algorithms given model outputs during simulation. <br>airGRdatassim R package allows assimilating uncertain observed data to constrain the GR model predictions. Two data assimilation methods are available: the ensemble Kalman Filter & the Particle Filter. It also includes a model inputs perturbation function to generate probabilistic meteorological forcings. <br>In addition to these R packages, the airGR constellation includes two web applications available on sunshine.irstea.fr. First, the airGRteaching GUI (fig. 2) is a demo of the tool embedded in the R package. Second, the airGRmaps GUI (fig. 3) provides regionalized parameters for GR daily hydrological models from geographical coordinates or by browsing on the map, over France.</p><p><img src="data:image/png;base64, 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
Title: The airGR galaxy: hydrological tools around GR models
Description:
<p>As they are useful and convenient, rainfall-runoff models are widely used in research and engineering.
Applications of rainfall-runoff models range from flood risks estimation, to water resources management and low-flow related issues.
The Catchment Hydrology Group at INRAE (Antony, France) has developed a set of conceptual GR models over the past 30 years with the main objective of designing models that are as efficient as possible in terms of streamflow simulation, and are applicable to a wide range of catchments with low data requirements.
</p><p>In recent years, in order to provide access to these hydrological models, INRAE has developed an open-source package named airGR for the R free software environment.
This tool embeds the GR4H, GR4J, GR2M and GR1A models, among others, which operate at the hourly, daily, monthly and annual time steps.
This package also includes a snow accumulation and melt module, a calibration tool, efficiency criterion calculations and plotting facilities.
</p><p>Recently, a galaxy of tools (fig.
1) has formed around airGR (hydroGR.
github.
io/airGR).
<br>airGRteaching R package is designed for simple applications and requires limited coding knowledge.
It also offers a graphical user interface particularly useful for educational purposes.
<br>airGRiwrm R package (for integrated water resources management) provides tools to integrate human influences in a semi-distributed hydrological model, namely local flow injections or withdrawals based on predefined flows, or on user-defined decision algorithms given model outputs during simulation.
<br>airGRdatassim R package allows assimilating uncertain observed data to constrain the GR model predictions.
Two data assimilation methods are available: the ensemble Kalman Filter & the Particle Filter.
It also includes a model inputs perturbation function to generate probabilistic meteorological forcings.
<br>In addition to these R packages, the airGR constellation includes two web applications available on sunshine.
irstea.
fr.
First, the airGRteaching GUI (fig.
2) is a demo of the tool embedded in the R package.
Second, the airGRmaps GUI (fig.
3) provides regionalized parameters for GR daily hydrological models from geographical coordinates or by browsing on the map, over France.
</p><p><img src="data:image/png;base64, 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.

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