2013
DOI: 10.1175/jcli-d-13-00005.1
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Observed Scaling in Clouds and Precipitation and Scale Incognizance in Regional to Global Atmospheric Models

Abstract: We use observations of robust scaling behavior in clouds and precipitation to derive constraints on how partitioning of precipitation should change with model resolution. Our analysis indicates that 90-99% of stratiform precipitation should occur in clouds that are resolvable by contemporary climate models (e.g., with 200 km or finer grid spacing). Furthermore, this resolved fraction of stratiform precipitation should increase sharply with resolution, such that effectively all stratiform precipitation should b… Show more

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Cited by 49 publications
(60 citation statements)
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References 37 publications
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“…Figure 4a compares the cloud fraction in the var-res simulation to the two uniform runs globally. The monotonic decrease of cloud fraction as horizontal resolution is increased is a troublesome but well-known issue with both the CAM3 and CAM4 physical parameterizations (e.g., Williamson 2008a,b;Rauscher et al 2013;Hagos et al 2013;O'Brien et al 2013). 12).…”
Section: Cam4 Climatologysupporting
confidence: 73%
“…Figure 4a compares the cloud fraction in the var-res simulation to the two uniform runs globally. The monotonic decrease of cloud fraction as horizontal resolution is increased is a troublesome but well-known issue with both the CAM3 and CAM4 physical parameterizations (e.g., Williamson 2008a,b;Rauscher et al 2013;Hagos et al 2013;O'Brien et al 2013). 12).…”
Section: Cam4 Climatologysupporting
confidence: 73%
“…Additionally, analysis by Mishra [2015] on various regional climate models agrees with this conclusion. Although the height and geometry of the topography impact the flow over the terrain, we speculate that the production of excessive orographic diabatic heating in CAM is modulated by the adjustments in convective and large-scale parameterizations [O'Brien et al, 2013]. Additionally, the mediating role of moist static stability over the Himalayas may also explain some of the intermodel difference in monsoon behavior, since different physics schemes may change the degree of blocking and flow over topography.…”
Section: Discussionmentioning
confidence: 95%
“…Note that this switch, which also occurs in GCMs (e.g. Iorio et al 2004;Rauscher et al 2013), does not necessarily indicate an improvement in model performance: For model grid spacing coarser than approximately 10 km, the ratio of convective to non-convective precipitation should not change (Williamson 2008;O'Brien et al 2013). We return to the issue of resolvable-scale versus convective precipitation in Sect.…”
Section: K-s Statisticmentioning
confidence: 98%