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A control simulation using the non-hydrostatic MM5 model and initialized by the NCEP EDAS operational fields, was performed to identify the sources of water vapor variability. This simulation shows that the soil moisture enhances the impact of land surface heterogeneities on the atmospheric dynamics. In regions of strong soil humidity, thermal circulations are generated and an important correlation exists between the surface heterogeneities (vegetation, land use) at different scales and the atmospheric water vapor variability, while in dryer areas, the role of the surface forcing is more secondary.
A second simulation was run, similar to the control simulation except that a high-resolution land-surface data assimilation system (HRLDAS) was used to initialize the soil temperature and moisture. This study was conducted to examine the sensitivity of the simulation to the surface forcing and to compare the performances of these two simulations to reproduce the observed thermodynamical fields.