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Precipitation characteristics in a matrix of atmospheric GCMs with increasing resolution

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... resolution (better resolved orography) or to better resolved ... Is that due to orography? = Run a NUGAM test run with low resolution (N96) orography ... – PowerPoint PPT presentation

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Title: Precipitation characteristics in a matrix of atmospheric GCMs with increasing resolution


1
Precipitation characteristics in a matrix of
atmospheric GCMs with increasing resolution
  • M.-E. Demory, P.L. Vidale, J. Donners,
  • M. Roberts, A. Clayton
  • With thanks to Christoph Frei (MeteoSwiss)

2
What is the role of resolution in climate
research ?
  • Matrix of coupled models, with increasing
    resolution
  • What is the impact of resolving eddies in the
    ocean ?
  • What is the impact of resolving weather ?
  • What are the crucial scales for proper coupling ?
  • What are the emerging processes ?
  • Vertical resolution is fixed 38 atmospheric
    levels, 40 oceanic levels
  • Hundreds of years of simulations have been
    completed, including 25 years of AMIP2

?x 135 km
?x 90 km
?x 60 km
Flux coupler
Completed in 2007
1o - 1/3o ocean model
1/3o ocean model
3
General study motivations the hydrological
cycle
  • Role of resolution in representing components of
    the hydrological cycle over land precipitation,
    evaporation, runoff
  • Do high resolution models improve our
    understanding of the hydrological cycle?
  • Interactions with the global circulation and the
    weather systems (storms)?

4
Global mean precipitation
Weighted average in kg/year/m2 (excess of
precipitation)
  • Overestimation of precipitation (too much LH and
    net radiation)
  • Very little improvement with higher resolution
    models

5
Impact on precipitation over the Alps
  • Do high resolution models represent precipitation
    distribution in a better way?
  • Is the precipitation frequency-intensity changing
    with resolution?
  • Is that due to spatial resolution (better
    resolved orography) or to better resolved weather
    systems?

6
DJF-MAM mean precipitation
7
JJA-SON mean precipitation
8
  • Show the winds in DJF and JJA?
  • For DJF pbs with all precip on the northern side
    of the Alps
  • For JJA pb with no precip in Eurasia

9
High-impact precipitation QQ plot
Percentiles
Alpine dataset (C. Frei)
HadGAM
10
95th percentile precipitation distribution
(mm/day) in DJF
Alpine dataset
HadGAM
HiGAM
NUGAM
11
95th percentile precipitation distribution
(mm/day) in JJA
Alpine dataset
HadGAM
HiGAM
NUGAM
12
Summary (1/2)
  • Precipitation better represented in high
    resolution models
  • But mean precipitation biases remain the same in
    all resolution models, especially in summer
  • gt problem with the global circulation?
  • Same biases in regional models (MERCURE and
    PRUDENCE)
  • NUGAM shows better skills in representing high
    intensity events
  • Better location, especially along coastlines
  • gt impact on local river flows?

13
European river flows Po
MAM
MAM
Outflow (1000kg/s) in Po river
MAM
14
European river flows Rhine Danube
DJF
DJF
Rhine
15
Summary (2/2)
  • Improvement of river flow seasonal cycle around
    the Alps
  • Due to more localized precipitation
  • Better snowmelt timing
  • Too dry in summer due to too much evaporation and
    too little rainfall

Snowmelt (mm/day)
HadGAM (MAM)
NUGAM (MAM)
16
Future work
  • High-impact precipitation better represented as
    the resolution increases
  • Is that due to orography? gt Run a NUGAM test run
    with low resolution (N96) orography
  • Is that due to better resolved weather systems?
    gt Storms analyses in Europe
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