A054-06
Evaluation of MODIS and Himawari-8 Low Clouds Retrievals over the Southern Ocean with In Situ Measurements from the SOCRATES Campaign
Abstract:
Overall the satellite retrievals compare well with the in situ data with little bias (no statistically significant bias at the 95% level of confidence) and modest to good correlation coefficients, when considering all aircraft profiles for which there are coincident MODIS observations. The SatCORPS Himawari-8 product does, however, show a statistically significant mean bias of about 1.2 μm for effective radius and 2.6 for optical depth when applied to a larger set of profiles with coincident Himawari-8 observations.
A close examination of the data shows that the low overall mean-bias in the retrievals is due in part to compensating errors between cases (profiles) that are non- or lightly-precipitating, with cases that have heavier precipitation (precipitation water path> 10 gm-2). The effective radius is slightly biased high (by about 0.5 to 1.0 μm) for non- and lightly-precipitating cases and biased low by a large amount (about 3 to 4 μm) for more heavily-precipitating cases. The bias in non- and lightly-precipitating conditions is due (at least in part) to having an assumed drop size distribution (DSD) in the retrieval that is too broad. For heavily-precipitating cases, large biases occurred when significant precipitation was found near cloud top. These biases in the effective radius ultimately propagate into the retrieved liquid water path and number concentration.