Title: Aihui Wang, Kaiyuan Li, and Dennis P. Lettenmaier
1Integration of the VIC model soil hydrology
scheme into CLM
Aihui Wang, Kaiyuan Li, and Dennis P.
Lettenmaier Department of Civil and
Environmental Engineering, University of
Washington
5. Model evaluations Comparison of model
simulated streamflow with observation over two
large river basins
Monthly averaged snow water equivalent (SWE)
over a grid cell (43.4?N, -110.2?W)
1. Introduction Land surface models
predict energy and moisture fluxes at the land
surface for coupled land-atmosphere models. Of
the various processes parameterized in such
models, representation of soil hydrology is
particularly important since it affects both the
surface water budget, and the surface energy
budget through the evaporation feedback. In order
to improve its land surface hydrology
representation, a new soil hydrology scheme for
use in the NCAR Community Land Model (CLM) is
proposed. The new scheme incorporates the
fundamental principles and concepts of the
three-layer Variable Infiltration Capacity (VIC)
soil moisture generation scheme, as well as its
surface runoff and base flow schemes. The
modified version of CLM makes direct use of VIC
soil parameters that have been developed for
off-line regional, continental, and global
simulations. The performance of the new model and
CLM are evaluated through a comparison with
observations. Overall, the results show that the
new model better reproduces observed soil
hydrological variability, in particular, the
seasonal evolution and amplitude of soil moisture
as compared to CLM. The river basin simulations
show that in the new model, total runoff is
generally less than in CLM, and better agrees
with observations. Due to the interaction of
runoff and soil moisture, the simulation of total
evapotranspiration (or latent heat) is also
improved in the new model.
Comparison of modeled water and energy fluxes at
tower flux sites
a. Abracos
- CLM-VIC captures the magnitude of soil moisture
over the wet seasons, although the simulated soil
is slightly wetter than observed in the dry
season, while the soil in CLM3 is too dry, and
the evolution of soil moisture has much less
seasonal variation than the observations. - CLM-VIC simulated ET is closer to observed
whereas CLM3 in general underestimates ET. The
timing of base flow in CLM-VIC is consistent with
the timing of the maximum soil moisture storage,
whereas in CLM3 it is lagged by about two months.
- The net radiation is well simulated in both
models. CLM-VIC does a better job in the
simulation of laten heat than the CLM, which also
reflects CLM-VIC simulated ET better than CLM.
2. Soil hydrology scheme descriptions
- CLM
- Surface runoff scheme is based on TopModel and
BATs (Beven and Kirkby, 1979 , Dickinson et al.
1993),and is contributed by soil water from the
top 3 layers. - Baseflow is from the soil water and lateral
runoff in 6-9 layers and the 10th layer drainage. - VIC
- Surface runoff is controlled by the infiltration
capacity formulation and its water comes from the
top two layers soil water. - Baseflow follows a nonlinear curve whose source
is the third soil layer (Liang et al. 1994).
CLM3
VIC
- The RMSEs and relative biases from CLM-VIC are
general smaller than that from standard CLM,
which confirm the improved performance of the new
model for the larger drainage areas.
- CLM-VIC modeled soil moisture is in overall
agreement with observation of both seasonal
variation and amplitude, beside from slight
underestimates in the wet season, while the soil
in CLM is too dry and soil moisture variations
are too small. - Both models simulate net radiation well, but
overestimate the sensible heat and underestimate
latent heat. CLM-VIC simulated latent heat is
better than in CLM, which corresponds to better
simulation of ET in CLM-VIC. - Note, the poor simulation of soil heat fluxes
could be the result of mischaracterization of the
physics of soil heat in the model or the
different representations of the measured and
modeled soil heat.
b. Hapex-Mobilhy
20cm
Arkansas-Red River basin
1.5m
- 3. Methodology
- Implement VIC soil moisture generation scheme,
as well as its surface runoff and base flow
scheme into CLM3 remain all other processes
(e.g., vegetation related process, soil thermal
process) unchanged. - The CLM3 10-soil layer is divided into 3 layers
which match the VIC layer depths, and all VIC
soil parameters are read into CLM (soil hydraulic
conductivity, base flow parameters, etc). - Compute soil moisture, runoff, and base flow in
the VIC scheme. The simulated soil moisture were
compared with flux tower measurement. The
simulated runoff pluses base flow was routed to
the location of naturalized flow records using a
routing algorithm, and then compared with
observation.
- CLM tends largely overestimates runoff. The
simulated streamflow by CLM-VIC is closer
observation than in CLM, even though the
simulated streamflow peck is still somewhat
higher than the observed. - CLM-VIC performs better in some downstream areas
such as Little Rock and Shreveport.
- Summary
- The Variable Infiltration Capacity model (VIC)
soil hydrology scheme has been incorporated into
the NCAR Community Land Model (CLM3). The new
model makes direct use of VIC soil parameters
that have been developed for off-line regional,
continental, and global simulations. The new
model was evaluated using streamflow data from
two large river basins, as well as the surface
flux over tower observations. - The new model improves the soil hydrology
representation and in turn surface moisture and
energy fluxes, especially in the reproduction of
streamflow and soil moisture. - The variation and amplitude of soil moisture in
the new model are generally in closer agreement
with observations. - The new model produced streamflows that are
generally smaller than those from CLM3 and in
closer agreement with observations. Due to the
interaction of runoff and soil moisture, the
simulation of total evapotranspiration (or latent
heat) is also improved in the new model.
c. Valdai
Colorado River Basin
- 4. Data descriptions and experiment designs
- Two large river basins
- Red-Arkansas River Basin
- Three fluxe towers
- a. Abracos (10.1?S, 61.9?W) a low latitude
pasture clearing in the Amazon rain forest site - b. Hapex-mobilhy (43.7?N, 0.1?W) a
mid-latitude agricultural site - Valdai (57.6?N, 33.1?W) a high-latitude
grassland site
- Similar to other sites, CLM-VIC simulated soil
moisture has more variation and is closer to
observations than simulated by CLM3. - The CLM-VIC simulated ET is in closer agreement
with the observations than that from CLM. - Both model-simulated snow depths are in general
agreement with observations, although the maximum
snow depth is overestimated in some years by both
models and the snow melts too early in spring in
both models.
Acknowledgements The research reported herein
was supported by the U.S. Department of Energy
under DOE Agreement Number DE-FG02-04ER63873 to
the University of Washington.
Over two river basins, meteorology forcing data
are from North American Land Data Assimilation
System (NLDAS) with a resolution of 1/8? (Maurer
et al. 2002), soil and vegetation parameters are
also from Maurer et al. Using the Lohmann et al.
(1998) routing algorithm at a daily time step.
The simulated runoff and bas flow were routed
onto the gauge location and compared with
observed naturalized streamflow. Over the flux
tower sites, the forcings and model setup follows
the PILPS project. The simulated surface soil
hydrological variables and fluxes data are
compared with the available observation The CLM3
with the VIC soil hydrology scheme is referred as
CLM-VIC, and the standard CLM3 is referred as
CLM.
Colorado River Basin
- CLM-VIC performs reasonably well in reproducing
observed streamflow, while CLM3 overestimates
seasonal peak stream-flow during the entire
comparison period for all stations. - CLM-VIC performance is quite similar to the VIC
model in its reproduction of streamflow. - The runoff in the Colorado basin is mainly
contributed by snowmelt water. A consistent phase
shift exists in the CLM simulations, that is, the
runoff peck appears about one month early in
CLMs simulation. The reason is most likely a
bias toward early snow melt in CLM relative to
VIC. The below figure compares snow water
equivalent (SWE) from both CLM and VIC over a
grid cell (43.4?N, -110.2?W) in the upper portion
of the basin, where most snowmelt originates.
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