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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 />

gridded dataset of surface temperature and<br />

precipitation. J. Geophys. Res, 113, D20119,<br />

doi:10.1029/2008JD10201, 2008<br />

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 />

precipitation charateristics: greenhouse gas simulation<br />

with a coupled AOGCM, Clim. Dyn, 19, 123-140,<br />

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

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