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122<br />
We find the large-scale precipitation (Fig. 2, blue curves) to<br />
have a positive trend in winter, and a negative trend in<br />
summer, much like that found in the observations. In<br />
winter, the large-scale precipitation is mainly due to the<br />
migration of large scale moist air masses from the Atlantic<br />
and Arctic oceans. As the continental air is cold and easily<br />
saturated, there will be an increase in the cloud and<br />
precipitation formation with rising temperatures. In summer,<br />
the warmer air is not as readily saturated, in fact it gets more<br />
difficult to saturate the higher the temperature. Therefore,<br />
the large-scale precipitation, which has a typical time scale<br />
of one day, decreases with increasing temperature as there is<br />
simply not enough water vapor available for cloud<br />
formation. The atmospheric moisture variables are further<br />
studied in Berg et al. (submitted to JGR)<br />
month, thereafter it shows a steep negative trend. The peak<br />
coincides closely with the range for the interruption of the<br />
negative summertime trend in the observational data.<br />
When studying the sum of the convective and large-scale<br />
precipitation we see that the large-scale is generally<br />
dominating, except for in the warm season at the higher<br />
end of the temperature range.<br />
5. Discussion<br />
The results presented here, and further in Berg et al.<br />
(submitted to JGR), shows that the precipitation intensity<br />
is restricted by the C-C relationship in winter, while for<br />
summer, the general trend is toward weaker events with<br />
higher temperature. The convective precipitation shows a<br />
different dependence on temperature compared to the<br />
large-scale precipitation, but it too shows a negative trend<br />
at the higher end of the temperature range. This leads us to<br />
argue that also the convective precipitation is limited by<br />
the availability of moisture and the level to reach for<br />
saturating the atmosphere at the higher temperatures. To<br />
further explore this argument we need to look further into<br />
sub-daily data to properly resolve the convective events.<br />
Furthermore, it would be interesting to study these<br />
phenomena in other regions of the world to assess the<br />
generality of the results.<br />
6. Acknowledgments<br />
We acknowledge the funding of the European Union FP6<br />
project WATCH (contract nr. 036946). We further<br />
acknowledge the model data sets contributed by the<br />
HIRHAM, REMO and HadRM groups, and the<br />
observational data set from the ECA&D project<br />
(http://eca.knmi.nl), through the ENSEMBLES project.<br />
References<br />
Berg, P., J. Haerter, P. Thejll, C. Piani, S. Hagemann, J. H.<br />
Christensen, Moisture availability and the relationship<br />
between daily precipitation intensity and surface<br />
temperature, submitted to JGR.<br />
Figure 2: The 99 th percentile of precipitation intensity larger<br />
than 0.1 mm/day as a function of daily average temperature<br />
for the HIRHAM4 model. The curves indicate the total<br />
(black), convective (red), and large-scale (blue)<br />
precipitation. The dashed line in the January panel shows a<br />
C-C like increase with temperature. Note the logarithmic<br />
vertical axis. The relative contribution to the total<br />
precipitation of the two sub types of precipitation is shown<br />
in the gray inserted curve at the bottom of each plot. The<br />
dotted line in the middle indicates equal contributions, while<br />
above (below) the convective (large-scale) type dominates.<br />
The convective precipitation (Fig. 2, red curves) has a much<br />
shorter time scale, and a more intense convection, so it is not<br />
bound in the same way to the availability of moisture. That<br />
is to say, even if there is not enough moisture available for<br />
large-scale cloud formation on the daily scale, a smaller<br />
scale convective event with a shorter time scale can still<br />
collect enough moisture to produce an intense precipitation<br />
event. Furthermore, we find the convective precipitation to<br />
increase at a rate similar to the C-C rate, but that it has peak<br />
intensity at between ten to twenty degrees, depending on the<br />
Haylock, M.R., N. Hofstra, A.M.G. Klein Tank, E.J. Klok,<br />
P.D. Jones, M. New, A European daily highresolution<br />
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precipitation. J. Geophys. Res, 113, D20119,<br />
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Lenderink, G., E. van Meijgaard, Increase in hourly<br />
precipitation extremes beyond expectations from<br />
temperature changes, Nature Geosciences, 1, 511-514,<br />
2008<br />
Semenov, V.A., L. Bengtsson, Secular trends in daily<br />
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2002<br />
Trenberth, K.E., A. Dai, R.M. Rasmussen, D.B. Parsons,<br />
The changing character of precipitation, Bull. Am.<br />
Meteor. Soc., 84, 1205-1217, 2003