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{"Abstract":["This dataset provides LES data in the paper "A Library of Large-eddy Simulations Forced by Global Climate Models"."],"Other":["The naming convention of the netcdf files is Stats.cfsite[sitenumber]_[gcm]_[experiment]_2004-2008.[month].nc.","Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_zhaoyi_v2/Stats.cfsite10_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite10_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite10_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite10_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite11_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite11_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite11_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite12_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite12_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite12_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite13_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite13_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite13_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite14_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite14_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite14_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite15_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite15_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite15_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite15_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite15_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite15_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite15_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite15_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite15_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite15_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite15_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite15_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite15_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite16_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite16_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite17_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite17_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite17_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite17_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite17_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite17_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite17_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite17_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite17_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite18_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite18_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite18_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite18_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite18_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite18_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite18_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite18_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite18_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite19_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite19_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite19_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip_2004-2008.04.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite20_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite20_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip_2004-2008.07.nc \n </i> Download Stats.cfsite20_HadGEM2-A_amip_2004-2008.10.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip_2004-2008.01.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip_2004-2008.07.nc \n </i> Download Stats.cfsite21_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite21_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite21_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite21_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite21_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite21_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download 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</i> Download Stats.cfsite9_CNRM-CM5_amip_2004-2008.10.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip_2004-2008.01.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip_2004-2008.04.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip_2004-2008.07.nc \n </i> Download Stats.cfsite9_CNRM-CM6-1_amip_2004-2008.10.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip4K_2004-2008.01.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip4K_2004-2008.04.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip4K_2004-2008.07.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip4K_2004-2008.10.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip_2004-2008.01.nc \n </i> Download Stats.cfsite9_HadGEM2-A_amip_2004-2008.04.nc \n </i> Download 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(2022). Data for "A Library of Large-eddy Simulations Forced by Global Climate Models"</i> (Version 2.0) [Data set]. Unknown. https://doi.org/10.22002/D1.20052 or choose a different citation style.Download Citation"]} 

Abstract. We introduce ClimateMachine, a new open-source atmosphere modeling framework which uses the Julia language and is designed to be scalable on central processing units (CPUs) and graphics processing units (GPUs). ClimateMachine uses a common framework both for coarser-resolution global simulations and for high-resolution, limited-area large-eddy simulations (LESs). Here, we demonstrate the LES configuration of the atmosphere model in canonical benchmark cases and atmospheric flows using a total energy-conserving nodal discontinuous Galerkin (DG) discretization of the governing equations. Resolution dependence, conservation characteristics, and scaling metrics are examined in comparison with existing LES codes. They demonstrate the utility of ClimateMachine as a modeling tool for limited-area LES flow configurations. 

Abstract The uncertainty in polar cloud feedbacks calls for process understanding of the cloud response to climate warming. As an initial step toward improved process understanding, we investigate the seasonal cycle of polar clouds in the current climate by adopting a novel modeling framework using large eddy simulations (LES), which explicitly resolve cloud dynamics. Resolved horizontal and vertical advection of heat and moisture from an idealized general circulation model (GCM) are prescribed as forcing in the LES. The LES are also forced with prescribed sea ice thickness, but surface temperature, atmospheric temperature, and moisture evolve freely without nudging. A semigray radiative transfer scheme without water vapor and cloud feedbacks allows the GCM and LES to achieve closed energy budgets more easily than would be possible with more complex schemes. This enables the mean states in the two models to be consistently compared, without the added complications from interaction with more comprehensive radiation. We show that the LES closely follow the GCM seasonal cycle, and the seasonal cycle of low‐level clouds in the LES resembles observations: maximum cloud liquid occurs in late summer and early autumn, and winter clouds are dominated by ice in the upper troposphere. Large‐scale advection of moisture provides the main source of water vapor for the liquid‐containing clouds in summer, while a temperature advection peak in winter makes the atmosphere relatively dry and reduces cloud condensate. The framework we develop and employ can be used broadly for studying cloud processes and the response of polar clouds to climate warming. 

Abstract Advances in high‐performance computing have enabled large‐eddy simulations (LES) of turbulence, convection, and clouds. However, their potential to improve parameterizations in global climate models (GCMs) is only beginning to be harnessed, with relatively few canonical LES available so far. The purpose of this paper is to begin creating a public LES library that expands the training data available for calibrating and evaluating GCM parameterizations. To do so, we use an experimental setup in which LES are driven by large‐scale forcings from GCMs, which in principle can be used at any location, any time of year, and in any climate state. We use this setup to create a library of LES of clouds across the tropics and subtropics, in the present and in a warmer climate, with a focus on the transition from stratocumulus to shallow cumulus over the East Pacific. The LES results are relatively insensitive to the choice of host GCM driving the LES. Driven with large‐scale forcing under global warming, the LES simulate a positive but weak shortwave cloud feedback, adding to the accumulating evidence that low clouds amplify global warming.