Cj. Stubenrauch et al., IMPLEMENTATION OF SUBGRID CLOUD VERTICAL STRUCTURE INSIDE A GCM AND ITS EFFECT ON THE RADIATION BUDGET, Journal of climate, 10(2), 1997, pp. 273-287
The GISS (Goddard Institute for Space Studies) GCM (general circulatio
n model) predicts stratiform and convective cloud cover and optical th
ickness at nine atmospheric levels in horizontal grid boxes of 4 degre
es lat x 5 degrees long. Until now, the radiative fluxes were calculat
ed once per grid box, assuming clear sky or a complete cloud cover. He
re, a refinement of the radiative flux calculation is explored by intr
oducing a horizontal subgrid cloud overlap scheme in which cloud block
s are formed by adjacent cloud layers using maximum overlap. Different
cloud blocks are separated by an atmospheric level of clear sky and a
re assumed to overlap randomly inside the grid box. This subgrid cloud
structure allows determination of the occurrence probabilities of col
umns with different vertical structures inside each horizontal grid bo
x. Then, radiative fluxes are calculated for each of these columns. Th
e radiative fluxes of each horizontal grid box are obtained as the occ
urrence probability weighted sum of the column fluxes. Compared with t
he standard GCM version, the horizontal subgrid cloud overlap scheme l
eads to significant geographical and seasonal changes of the global me
an cloud effects on top-of-atmosphere radiative fluxes that are in sli
ghtly better agreement with satellite observations. Two extreme assump
tions of horizontal cloud size distributions (very small cloud element
s or one horizontally continuous cloud) within the cloud blocks are al
so tested, leading to different column occurrence probabilities. Where
as the global and zonal mean cloud effects on radiative fluxes stay th
e same, regional differences between the two assumptions (i.e., uncert
ainties ib GCM cloud cover and radiative fluxes produced by a lack of
knowledge of, subgrid cloud size distributions) can be as large as 15%
in cloud cover and 25 (50) W m(-2) in LW (SW) net fluxes. The impleme
nted cloud overlap scheme is necessary to study radiative effects of d
ifferent cloud types separately so that one can better understand the
discrepancies in cloud radiative effects between observations and mode
l. This study is not possible with the standard version of the GCM bec
ause the instantaneous fluxes do not correspond to realistic cloud str
uctures. But by comparing in more detail the radiative effects of high
opaque, cirrus, midlevel, and low clouds with help of the new scheme
in GCM and in simultaneous Earth Radiation Budget Experiment and Inter
national Satellite Cloud Climatology Project observations, one finds o
ut that high opaque clouds in the GCM have a cloud cover that is too s
mall and are too thin over winter hemisphere ocean, whereas cirrus clo
uds appear with a cloud cover that is too high. Low clouds in the GCM
seem to be too low by about 100 hPa.