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Site specific parameterizations of longwave radiation

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Abstract. In this work ten algorithms for estimating downwelling longwave atmospheric radiation (L↓) and one for upwelling longwave radiation (L↑) are integrated into the hydrological model JGrass-NewAge. The algorithms are tested against energy flux measurements available for twenty-four sites in North America to assess their reliability. These new JGrass-NewAge model components are used i) to evaluate the performances of simplified models (SMs) of L↓ , as presented in literature formulations, and ii) to determine by automatic calibration the site-specific parameter sets for SMs of L↓. For locations where calibration is not possible because of a lack of measured data, we perform a multiple regression using on-site variables, such as mean annual air temperature, relative humidity, precipitation, and altitude. The regressions are verified through a leave-one-out cross validation, which also gathers information about the possible errors of estimation. Most of the SMs, when executed with parameters derived from the multiple regressions, give enhanced performances compared to the corresponding literature formulation. A sensitivity analysis is carried out for each SM to understand how small variations of a given parameter influence SM performance. Regarding the L↓ simulations, the Brunt (1932) and Idso (1981) SMs, in their literature formulations, provide the best performances in many of the sites. The site-specific parameter calibration improves SM performances compared to their literature formulations. Specifically, the root mean square error (RMSE) is almost halved and the Kling Gupta efficiency is improved at all sites. The L↑ SM is tested by using three different temperatures (surface soil temperature, air temperature at 2 m elevation, and soil temperature at 4 cm depth) and model performances are then assessed. Results show that the best performances are achieved using the surface soil temperature and the air temperature. Models and regression parameters are available for any use, as specified in the paper.
Title: Site specific parameterizations of longwave radiation
Description:
Abstract.
In this work ten algorithms for estimating downwelling longwave atmospheric radiation (L↓) and one for upwelling longwave radiation (L↑) are integrated into the hydrological model JGrass-NewAge.
The algorithms are tested against energy flux measurements available for twenty-four sites in North America to assess their reliability.
These new JGrass-NewAge model components are used i) to evaluate the performances of simplified models (SMs) of L↓ , as presented in literature formulations, and ii) to determine by automatic calibration the site-specific parameter sets for SMs of L↓.
For locations where calibration is not possible because of a lack of measured data, we perform a multiple regression using on-site variables, such as mean annual air temperature, relative humidity, precipitation, and altitude.
The regressions are verified through a leave-one-out cross validation, which also gathers information about the possible errors of estimation.
Most of the SMs, when executed with parameters derived from the multiple regressions, give enhanced performances compared to the corresponding literature formulation.
A sensitivity analysis is carried out for each SM to understand how small variations of a given parameter influence SM performance.
Regarding the L↓ simulations, the Brunt (1932) and Idso (1981) SMs, in their literature formulations, provide the best performances in many of the sites.
The site-specific parameter calibration improves SM performances compared to their literature formulations.
Specifically, the root mean square error (RMSE) is almost halved and the Kling Gupta efficiency is improved at all sites.
The L↑ SM is tested by using three different temperatures (surface soil temperature, air temperature at 2 m elevation, and soil temperature at 4 cm depth) and model performances are then assessed.
Results show that the best performances are achieved using the surface soil temperature and the air temperature.
Models and regression parameters are available for any use, as specified in the paper.

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