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ESMValTool 2.14.0.dev45+g7c571561d documentation - Home ESMValTool 2.14.0.dev45+g7c571561d documentation - Home
  • Introduction
  • ESMValTool Functionalities
  • Getting started
  • Gallery
  • Recipes
    • Obtaining input data
    • Making a recipe or diagnostic
    • Contributing to the community
    • Utilities
    • Diagnostics API Reference
    • Frequently Asked Questions
    • Changelog
    • Getting started
    • Example notebooks
    • The recipe format
    • Diagnostic script interfaces
    • Development
    • Contributing
    • ESMValCore API Reference
    • Changelog
  • Introduction
  • ESMValTool Functionalities
  • Getting started
  • Gallery
  • Recipes
  • Obtaining input data
  • Making a recipe or diagnostic
  • Contributing to the community
  • Utilities
  • Diagnostics API Reference
  • Frequently Asked Questions
  • Changelog
  • Getting started
  • Example notebooks
  • The recipe format
  • Diagnostic script interfaces
  • Development
  • Contributing
  • ESMValCore API Reference
  • Changelog

Section Navigation

  • Gallery

Gallery#

This section shows example plots produced by ESMValTool. For more information, follow the links in the figure captions.A website displaying results produced with the latest release of ESMValTool for all available recipes can be accessed here.

_images/consec_example_freq.png

Fig. 2 Example of the number of occurrences with consecutive dry days of more than five days in the period …#

_images/martin18grl_fig1.png

Fig. 3 Global map of the percentage difference between multi-model mean of 15 CMIP models and the CRU data …#

_images/spi_example.png

Fig. 4 Example plot of SPI averaged over the year 2005. The reference period for index calibration is 2000-…#

_images/MPI-ESM-LR_albedo_change_from_tree_to_crop-grass.png

Fig. 5 Example of albedo change from tree to crop and grass for the CMIP5 model MPI-ESM-LR derived for the …#

_images/nbp_evolution_global.png

Fig. 6 Time series of global net biome productivity (NBP) over the period 1901-2005. Similar to Anav et al….#

_images/UKESM1-0-LL_CMIP_AERmon_historical_od440aer_gn_1994_2014_DJF.png

Fig. 7 Evaluation of AOD at 440 nm from UKESM1 historical ensemble member r1i1p1f2 against the AeroNET clim…#

_images/hofm.png

Fig. 8 Hovmoller diagram of monthly spatially averaged potential temperature in the Eurasian Basin of the A…#

_images/pf_extent_north_america_ACCESS-CM2.png

Fig. 9 Permafrost extent and zero degC isotherm, showing North America#

_images/Soilmoisture_Metrics.png

Fig. 10 Normalised metrics plot comparing a control and experiment simulation#

_images/Surfrad_Metrics.png

Fig. 11 Normalised metrics plot comparing a control and experiment simulation#

_images/metrics.png

Fig. 12 Standard metrics plot comparing standard metrics from UKESM1-0-LL and HadGEM3-GC31.#

_images/annual_cycle.png

Fig. 13 (Left) Multi-year global mean (2000-2004) of the seasonal cycle of near-surface temperature in K fro…#

_images/tas_Global_CMIP6_historical_anom_1850-2014.png

Fig. 14 Observed and simulated time series of the anomalies in annual and global mean surface temperature. A…#

_images/map_netcre.png

Fig. 15 Geographical map of the multi-year annual mean net cloud radiative effect from (a) CERES–EBAF Ed4.2 …#

_images/CMIP6_mm_mean_ssp126_1.5_tas.png

Fig. 16 Multimodel mean of temperature under SSP1-2.6 at 1.5 degC warming.#

_images/capacity_factor_IPSL-CM5A-MR_2021-2050.png

Fig. 17 Wind capacity factor for five turbines: Enercon E70 (top-left), Gamesa G80 (middle-top), Gamesa G87 …#

_images/r_tau_ctotal_climate_pearson_Carvalhais2014_gnz.png

Fig. 18 Comparison of latitudinal (zonal) variations of pearson correlation between turnover time and climat…#

_images/tas_45.png

Fig. 19 Mediterranean region temperature change differences against the mean global temperature change. The …#

_images/patterns.png

Fig. 20 Patterns generated for CMIP6 models, gridded view. Patterns are shown per variable, for the month of…#

_images/independence_tas.png

Fig. 21 Distance matrix for temperature, providing the independence metric.#

_images/clouds_lwp_annual.png

Fig. 22 The 20-yr average LWP (1986-2005) from the CMIP5 historical model runs and the multi-model mean in c…#

_images/fig_deangelis_cmug_cdr2.png

Fig. 23 Scatter plot and regression line computed between the ratio of the change of net short wave radiatio…#

_images/collins_fig_1.png

Fig. 24 Surface air temperature change in 2081–2100 displayed as anomalies with respect to 1986–2005 for RCP…#

_images/Nino3.4_tos_Dec-Feb_running-mean__1950-2005.png

Fig. 25 Time series of the standardized sea surface temperature (tos) area averaged over the Nino 3.4 region…#

_images/temperature_anomaly_HadCRUT4.png

Fig. 26 Simulated change in global temperature from CMIP5 models (coloured lines), compared to the global te…#

_images/crem_error_metric.png

Fig. 27 Cloud Regime Error Metrics (CREMpd) from William and Webb (2009) applied to selected CMIP5 AMIP simu…#

_images/nam.prreg.ann.png

Fig. 28 Regression of the precipitation anomalies (PR) onto the Northern Annular Mode (NAM) index for the ti…#

_images/bar_all.png

Fig. 29 Global average multi-model mean comparing different model experiments for the sum of upward long wav…#

_images/Seasonal_DTRindicator_MPI-ESM-MR_2030_2080_1961_1990.png

Fig. 30 Mean number of days exceeding the Diurnal Temperature Range (DTR) simulated during the historical pe…#

_images/HadGEM3-GC31-LM_winter_eady_growth_rate_70000.png

Fig. 31 Eady Growth Rate values over the North-Atlantic region at 70000 Pa.#

_images/CanESM2.png

Fig. 32 Scatterplot between TOA radiance and global mean surface temperature anomaly for 150 years of the ab…#

_images/ltmi.png

Fig. 33 Lower tropospheric mixing index (LTMI; Sherwood et al., 2014) vs. equilibrium climate sensitivity fr…#

_images/ensclus.png

Fig. 34 Clustering based on the 75th percentile of historical summer (JJA) precipitation rate for CMIP5 mode…#

_images/ACCESS-ESM1-5_DJF_ts_telecon.png

Fig. 35 PR or SST anomalies on Earth (between 60°S-60°N), showing the location associated with ENSO.#

_images/ACCESS-CM2_eq_tauu_bias.png

Fig. 36 Bias in the zonal structure of zonal wind stress (Taux) in the equatorial Pacific (5°S-5°N averaged)…#

_images/lst_example.png

Fig. 37 Timeseries of the ESA CCI LST minus mean of CMIP6 ensembles. The selected region is 35E-175E, 55N-70…#

_images/model_vs_obs_MassConcentrationofTotalPhytoplanktonExpressedasChlorophyllinSeaWater_NorESM2-LM_ESACCI-OC__maps.png

Fig. 38 Surface chlorophyll from ESACCI-OC ocean colour data version 5.0 and the CMIP6 model NorESM2-LM. Thi…#

_images/map.png

Fig. 39 Air temperature in January 2000 (BCC-ESM1 CMIP6).#

_images/gleckler.png

Fig. 40 Portrait plot of relative error metrics for the CMIP5 temperature and precipitation extreme indices …#

_images/t90p_IPSL-CM5A-LR_rcp85_2020_2040.png

Fig. 41 Average change in the heat component (t90p metric) of the Combined Climate Extreme Index for the 202…#

_images/fig_diagn01.png

Fig. 42 Climatological mean temperature biases for (top) 60–90N and (bottom) 60–90S for the (left) winter an…#

_images/fig_eyr13jgr_12.png

Fig. 43 Long-term mean (thin black contour) and linear trend (colour) of zonal mean DJF zonal winds for the …#

_images/Timeseries_Arctic_temperature_anomalies.png

Fig. 44 Monthly mean temperature anomalies in the Arctic (65°–90°N) from observations and selected CMIP6 mod…#

_images/fig02.png

Fig. 45 Comparison of time series from satellite, in situ, and models sampled accordingly. Caveat: inset plo…#

_images/fig05.png

Fig. 46 Panel plot of spatially resolved seasonal cycle amplitude for all models, including a zonal average …#

_images/tasmax_extreme_spell_durationsummer_IPSL-CM5A-LR_rcp85_2020_2040.png

Fig. 47 Mean number of summer days during the period 2060-2080 when the daily maximum near-surface air tempe…#

_images/Precipitation_day_plot.png

Fig. 48 Precipitation per day for 2015-01-01:2016-12-31.#

_images/hyint_maps.png

Fig. 49 Mean hydroclimatic intensity for the EC-EARTH model, for the historical + RCP8.5 projection in the p…#

_images/figure1_CERES-EBAF_CERES-EBAF.png

Fig. 50 The implied heat transport due to the total net flux (blue), split into the contributions from the S…#

_images/bias_vs_change.png

Fig. 51 Bias and change for each variable#

_images/fig-9-2.png

Fig. 52 Figure 9.2 a,b,c: Annual-mean surface air temperature for the period 1980-2005. a) multi-model mean,…#

_images/model_bias_tas_annualclim_CMIP6.png

Fig. 53 Figure 3.3: Annual mean near-surface (2 m) air temperature (°C) for the period 1995-2014. (a) Multi-…#

_images/global_matching.png

Fig. 54 CMIP spread in global temperature change, highlighting selected steering parameters and resampling p…#

_images/area_treeFrac.png

Fig. 55 Accumulated tree covered area for different regions and experiments.#

_images/li17natcc_fig2a.png

Fig. 56 Scatter plot of the simulated tropical western Pacific precipitation (mm d-1) versus projected avera…#

_images/timeseries_ambiguous_dataset_ch4_TROP.png

Fig. 57 No caption available#

_images/cmip6_gregory_regression.png

Fig. 58 ECS calculated for the CMIP6 models using the Gregory method over different time scales. Using the e…#

_images/miles_block.png

Fig. 59 Blocking Events frequency for a CMIP5 EC-Earth historical run (DJF 1980-1989), compared to ERA-Inter…#

_images/map_tas_MPI-ESM1-2-HR_Amon.jpg

Fig. 60 Global climatology of 2m near-surface air temperature.#

_images/SON-psl_predicted_regimes.png

Fig. 61 Four modes of variability for autumn (September-October-November) in the North Atlantic European Sec…#

_images/clim.png

Fig. 62 Global climatology of tas.#

_images/lineplot_xch4_2003-2014_monmean.png

Fig. 63 Monthly mean time series of XCH4, calculated over the whole globe, for individual CMIP6 model simula…#

_images/tas_JUN_multimodel-anomaly_2006_2099_1961_1990.png

Fig. 64 Multi-model mean anomaly of 2-m air temperature during the future projection 2006-2099 in June consi…#

_images/perfmetrics_fig_1.png

Fig. 65 Annual cycle of globally averaged temperature at 850 hPa (time period 1980-2005) for different CMIP5…#

_images/portrait_plot.png

Fig. 66 Relative space-time root-mean-square deviation (RMSD) calculated from the climatological seasonal cy…#

_images/capacity_factor_IPSL-CM5A-MR_1980-2005_DJF.png

Fig. 67 PV capacity factor calculated from IPSL-CM5-MR during the DJF season for 1980–2005.#

_images/quantilebias.png

Fig. 68 Quantile bias, as defined in Mehran et al. 2014, with threshold t=75th percentile, evaluated for the…#

_images/UKESM1-0-LL.png

Fig. 69 Radiation budget for UKESM1-0-LL#

_images/map_lwcre_MPI-ESM1-2-LR_Amon.png

Fig. 70 Geographical map of the climatological mean longwave cloud radiative effect from MPI-ESM1-2-LR and C…#

_images/burnt_fraction_MPI-ESM1-2-LR_historical_2013_2014.png

Fig. 71 Burnt area fraction for the MPI-ESM1-2-LR model (CMIP-historical experiment) for the time period 201…#

_images/catchments.png

Fig. 72 Catchment definitions used in the diagnostics.#

_images/Fig1_polar-contour_tauu_1986-2005.png

Fig. 73 Figure 1: Annual-mean zonal wind stress (tauu - N/m2) with eastward wind stress as positive plotted …#

_images/timeseries_ambiguous_variable_group_MPI-ESM1-2-LR_Amon_historical_r1i1p1f1.png

Fig. 74 Time series of monthly global average (solid line) and minimum / maximum (dashed lines) total cloud …#

_images/SHL_scatter.png

Fig. 75 Emergent relationship (solid blue and orange lines) of the Sherwood et al. (2014) emergent constrain…#

_images/radar_bias.png

Fig. 76 Radar plot showing the mean state biases (simulation minus observations) for the regional averages o…#

_images/ta_vs_lat.jpg

Fig. 77 Monthly and zonal mean temperatures vs. latitude in the period 1991-2014 for two Earth system models…#

_images/trend_sic_extend_Arctic_September_histogram.png

Fig. 78 Sea ice extent trend distribution for the Arctic in September (similar to IPCC AR5 Chapter 9, Fig. 9…#

_images/drift-strength.png

Fig. 79 Scatter plots of modelled (red) and observed (blue) monthly mean sea-ice drift speed against sea-ice…#

_images/negative_feedback.png

Fig. 80 Seaice negative feedback values (CMIP5 historical experiment 1979-2004).#

_images/September_Arctic_sea_ice_sensitivity.png

Fig. 81 Plot of sensitivity of northern hemisphere sea ice area loss (millions of square kilometres) in the …#

_images/shapeselect.png

Fig. 82 Example of the selection of model grid points falling within (blue pluses) and without (red dots) a …#

_images/reichlerkim08bams_smpi.png

Fig. 83 Performance index I2 for individual models (circles). Circle sizes indicate the length of the 95% co…#

_images/fig-9-45a.png

Fig. 84 Scatterplot of springtime snow-albedo effect values in climate change vs. springtime Delta alpha_s…#

_images/detrended.png

Fig. 85 Detrended zostoga, correcting for model drift using the pre-industrial (PiControl) experiment follow…#

_images/CNRM-ESM2-1_Amon_esm-hist_co2s_2000_2014_seas_map.png

Fig. 86 Evaluation of seasonal surface concentration of CO2 from CNRM-ESM2-1 esm-hist member r1i1p1f3 agains…#

_images/CanESM21.png

Fig. 87 Time series of the global mean surface air temperature anomaly (relative to the linear fit of the pr…#

_images/tcre.jpg

Fig. 88 Global mean surface air temperature anomaly versus cumulative CO2 emissions for MPI-ESM1-2-LR using …#

_images/tas_timeseries.png

Fig. 89 Global average temperature time series (11-year running averages) of changes from current baseline (…#

_images/meridional_transp.png

Fig. 90 Meridional transports.#

_images/synthetic_CMIP5_bcc-csm1-1_Amon_rcp45_r1i1p1_psl_2051-2060.jpg

Fig. 91 Twenty synthetic single-model ensemble generated by the recipe_toymodel.yml (see Section 3.7.2) for …#

_images/Merid_Mean_DJF_longitude_tas_UKESM1-0-LL_vs_IPSL-CM6A-LR.png

Fig. 92 Meridional seasonal mean for winter (DJF) comparison beween CMIP6 UKESM1 and IPSL models.#

_images/tas_Global_CMIP5_1pctCO2_anom__1-1999.png

Fig. 93 Time series of tropical (30S to 30N) mean near surface temperature (tas) change between year 30 and …#

_images/CMPI5_uajet-pos_rcp45_20ystep_FIG1.png

Fig. 94 Time series of the the target variable (future austral jet position in the RCP 4.5 scenario) for the…#

_images/fig_1.png

Fig. 95 Comparison of CO2 seasonal amplitudes for CMIP5 historical simulations and observations showing annu…#

_images/zec_ts.png

Fig. 96 Time series of ZEC - temperature change after cessation of emissions.#

_images/zmnam_reg.png

Fig. 97 Regression map of the Northern Hemisphere zonal mean AM index onto geopotential height, for a select…#

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Birgit Hassler (Project Co-PI)
Axel Lauer (Core Developer)

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