A. Mecherikunnel et al., THE ESTIMATION OF EMITTED AND REFLECTED ENERGY OVER THE CENTRAL PACIFIC USING METEOROLOGICAL PARAMETERS, Journal of climate, 8(4), 1995, pp. 762-772
The authors conducted a quantitative investigation of the relationship
between meteorological parameters (chiefly cloud cover) and the princ
ipal components of the earth's radiation budget. The area of study is
the tropical central Pacific, where considerable variation in cloudine
ss and flux was observed from 1985 to 1989. The observed variations we
re in response to the El Nino-Southern Oscillation event of 1987. Inte
rnational Satellite Cloud Climatology Project (ISCCP) C2 parameters we
re used as independent variables in the development of multiple linear
models to predict Earth Radiation Budget Experiment (ERBE) outgoing l
ongwave radiation (OLR) and shortwave (SW) fluxes. Net radiation estim
ates were obtained from OLR and SW predicted fluxes. The technique of
all-subsets regression was used to determine which combination of ISCC
P C2 parameters could best predict OLR and SW fluxes. The models were
developed for the years 1985 and 1989 (non-ENSO years) and tested by b
oth month and year on the years 1986 through 1988. Predicted fluxes we
re obtained for three 15 degrees latitude zones, north (7.5 degrees to
22.5 degrees N), central (7.5 degrees N to 7.5 degrees N), and south
(7.5 degrees S to 22.5 degrees S). Over the 60 months of data, explain
ed variances (R(2)) of over 90% for the development and test periods w
ere typical. An increase in the accuracy of the OLR models was observe
d when noncloud variables were included. This accuracy improvement was
most apparent when cloud amounts were either very low or very high an
d homogeneous. Biases (predicted-observed) were all less than 4 Wm(-2)
and rms estimates were within the range of uncertainty for ERBE month
ly mean flux estimates. Flux estimates based on linear models could se
rve as a means of extending long-term radiation balance datasets durin
g intervals of time with limited satellite coverage.