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Merged E3SMv3 PPE, surrogate predictions, and coarsened reference data

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Zenodo2026-01-26 更新2026-05-26 收录
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E3SMv3 Autocalibration data including E3SMv3 simulations, E3SMv3 parameter values, surrogate model predictions, and observational/reanalysis data. The data are climatologies for four seasons (DJF, MAM, JJA, SON), or sometimes annual means (ANN). Some field are defined on a lat x lon grid, while others are zonal means with a vertical dimension (lev) in the atmosphere. This is a merged dataset composed of model, surrogate, and reference datasets. All sources have been merged onto the same grid for easy comparison. Fields are filled with "nan" if they are not defined for a given season or product. Data can be indexed by: time = ["ANN", "DJF", "JJA", "MAM", "SON"], product = ["mod", "obs", "sur"]*, *sur is shorthand for surrogate model, input_param = ['clubb_c1', 'clubb_gamma_coef', 'zmconv_tau', 'zmconv_dmpdz', 'zmconv_micro_dcs', 'nucleate_ice_subgrid', 'p3_nc_autocon_expon', 'p3_qc_accret_expon', 'zmconv_auto_fac', 'zmconv_accr_fac', 'zmconv_ke', 'cldfrc_dp1', 'p3_embryonic_rain_size', 'p3_mincdnc'], and lat, lon, and lev. Model and surrogate data can also be indexed by the "workdir", i.e. a string name assigned to each simulation in the PPE: workdir[ens_idx]: [..."ens/workdir.399/20230802.v3alpha02.F2010.pmcpu.intel.8N", "ens/workdir.400/20230802.v3alpha02.F2010.pmcpu.intel.8N", "ctrl", "L001", "L002", "L003", "H001", "H002", "H003"] SWCRE_ano_grd_adj and LWCRE_ano_grd_adj (gridded shortwave cloud feedback and gridded longwave cloud feedback, respectively) are per Kelvin, such that the correct units are Watts meter^(-2) Kelvin^(-1). Any errors or misrepresentations of the observational data as they were remapped from their native grids to the merged grid are the fault of the author. See references. This research used computing resources of the National Energy Research Scientific Computing Center (NERSC), a U.S. Department of Energy Office of Science User Facility located at Lawrence Berkeley National Laboratory, operated under Contract No. DE-AC02-05CH11231, using the NERSC award to project E3SM.

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Zenodo
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2025-10-23
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