Tropical Precipitation Extremes: How Well Are They Modeled?
Rossow, W.B., Mekonnen, A., Pearl, C. and Goncalves, W. 2013. Tropical precipitation extremes. Journal of Climate 26: 1457-1466.
In exploring the subject further, Rossow et al. demonstrate that "the distribution of precipitation intensity is not determined by precipitation as a single type of phenomenon with a range of values," but that it "comprises the separate distributions of at least two distinct types of deep convection (with the collection of 'non-deep-convective' or shallow convection types contributing most to the smaller intensities)." But contrary to what reason would suggest if this be true, they say that "all of the climate GCMs currently parameterize tropical deep convection as a single process, localized to individual grid cells (on the order of 25-200 km in size) with short lifetimes (on the order of minutes to a few hours) that most resembles ordinary cumulonimbus [italics added]."
On the basis of these observations, the four researchers contend that "the observed distinctive behavior of the different deep convective storm types undercuts the simple projection of changes of extremes based on the large-scale balances or by a simple scaling [italics added]." And they say that "these results draw attention to the need to understand why different deep convective storm types exist, how they interact with each other and with the larger-scale circulation, and what role they each play in the atmospheric general circulation."
Cutting to the chase, Rossow et al. conclude that "until the full range of deep convective processes in the tropics is more realistically represented in climate models, they cannot be used to predict the changes of extreme precipitation events in a changing (warming) climate."