An R tool for Capturing Dynamics of Actual Evapotranspiration with MEP model and its application in Amazon
Authors: Yang Yong , Sun Huaiwei , Wang Jingfeng 
Published: March 2020

&lt;p&gt;&lt;strong&gt;&amp;#160;&lt;/strong&gt;&lt;strong&gt;Abstract&lt;/strong&gt;: It is challenged to get an accurate estimate of surface energy budget for the investigation of land atmosphere and global ecosystems. In this study, we established a novel tool based the maximum entropy production (MEP) method for the simulation of global energy flux as well as evapotranspiration (ET) processes. This tool (named as RMEP) was built in R for its great convenient for open-source and the feature of easy-use. As only three variables (net radiation, surface temperature, and specific humidity) are need for MEP model, it shows great advantages in simulation for both global or site scales. &lt;strong&gt;Firstly,&lt;/strong&gt; we compare the performances of RMEP in two flux sites, BR-Sa1and BR-Sa3 of Amazon basin, with the simulation of heat fluxes. Although the substantial bias of G flux exist, both the latent and sense heat flux show high R&lt;sup&gt;2&lt;/sup&gt; in hourly temporal scale. &lt;strong&gt;Then,&lt;/strong&gt; the RMEP was test in large scale by employing the global scale dataset. Since the Global Land Data Assimilation System (GLDAS) product integrates satellite data and ground-based observations at global scale, the variables of radiation, surface temperature, as well as specific humidity of GLDAS were used as inputs for RMEP and the outputs of RMEP were validated with the variables of fluxes and evapotranspiration in GLDAS. The MEP model shows a high performances in simulating surface energy budget in global scale and Amazon basin area of 3-hourly temporal scale. The performances of MEP model using GLDAS data are superior to that of EC data, with higher R&lt;sup&gt;2&lt;/sup&gt;, lower RMSE and higher, positive NSE. In addition, the MEP accurately estimated ET over regional or global scale. &lt;strong&gt;Especially for Amazon area,&lt;/strong&gt; MEP simulated results of heat fluxes and ET are used in comparisons at their original (3-hourly and daily) and aggregated monthly temporal scales. Generally, the original 3-hourly simulations had a higher accuracy and smaller bias than daily simulations, take the aggregated monthly ET for example, the monthly 3-hourly ET (R&lt;sup&gt;2&lt;/sup&gt;=0.91, NSE=0.85) outperformed than that of daily scale (R&lt;sup&gt;2&lt;/sup&gt;=0.29, NSE=-0.98). &lt;strong&gt;Results indicated&lt;/strong&gt; the excellent performances of the MEP model in estimating ET with 3-hourly temporal scale in Amazon area. &lt;strong&gt;In summary,&lt;/strong&gt; the RMEP shows great performances in both site and global scale. It also can deal with the input file with both site measured table and global netcdf types. The resulted figures, global ET values (in netcdf file), source code, and R package can be shared by the request to the first author.&lt;/p&gt;&lt;p&gt;&amp;#160;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Appendix&lt;/strong&gt;. List of figures and tables.&lt;/p&gt;&lt;p&gt;&amp;#160;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Table 1.&lt;/strong&gt; Information for two flux sites&lt;/p&gt;&lt;p&gt;&lt;img 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&quot; alt=&quot;&quot;&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Figure 1.&lt;/strong&gt;&amp;#160;&lt;/p&gt;&lt;p&gt;&lt;img 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&quot;&gt;&lt;/p&gt;