Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.566
default	[-]	0.638	0.639	0.566	0.546			0.0687	2.32		0.346	0.678	0.928	0.650
handtune0011	[-]	0.603	0.601	0.566	0.522			0.0321	2.55		0.494	0.619	0.973	0.696

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.440
default	[-]	0.480	0.483	0.440	0.343	0.411		0.0462	2.37		0.698	0.606	0.945	0.750
handtune0011	[-]	0.489	0.492	0.440	0.337	0.411		0.0547	2.51		0.694	0.569	0.948	0.737

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.479
default	[-]	0.437	0.444	0.479	0.408	0.365		-0.0357	1.59		0.634	0.780	0.798	0.737
handtune0011	[-]	0.438	0.446	0.479	0.400	0.365		-0.0335	1.54		0.628	0.789	0.800	0.739

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.500
default	[-]	0.546	0.556	0.501	0.488	0.368		0.0547	1.14		0.455	0.878	0.489	0.607
handtune0011	[-]	0.528	0.537	0.501	0.475	0.368		0.0363	1.23		0.449	0.856	0.510	0.605

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.729
default	[-]	0.789	0.807	0.732	0.777	0.552		0.0735	3.11		0.336	0.490	0.906	0.577
handtune0011	[-]	0.734	0.746	0.732	0.724	0.552		0.0132	3.14		0.459	0.490	0.756	0.569

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.577
default	[-]	0.570	0.575	0.577	0.535	0.525		-0.00370	0.816		0.635	0.916	0.686	0.745
handtune0011	[-]	0.571	0.577	0.577	0.540	0.525		-0.00122	1.15		0.602	0.854	0.640	0.699

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.459
default	[-]	0.443	0.428	0.459	0.609	0.568		-0.0309	1.69		0.603	0.805	0.968	0.792
handtune0011	[-]	0.433	0.419	0.459	0.587	0.568		-0.0392	1.76		0.549	0.795	0.972	0.772

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.547
default	[-]	0.634	0.620	0.547	0.687	0.649		0.0714	2.05		0.562	0.714	0.989	0.755
handtune0011	[-]	0.589	0.571	0.547	0.655	0.649		0.0220	2.03		0.661	0.714	0.986	0.787

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.533
default	[-]	0.677	0.689	0.533	0.570	0.463		0.151	1.27		0.278	0.857	0.373	0.502
handtune0011	[-]	0.657	0.668	0.533	0.552	0.463		0.130	1.72		0.304	0.766	0.389	0.486

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.328
default	[-]	0.360	0.333	0.328	0.471	0.438		0.00438	1.42		0.630	0.806	0.986	0.808
handtune0011	[-]	0.362	0.336	0.328	0.470	0.438		0.00687	1.38		0.620	0.822	0.985	0.809

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.616
default	[-]	0.547	0.582	0.617	0.449	0.386		-0.0355	1.79		0.533	0.733	0.969	0.745
handtune0011	[-]	0.552	0.587	0.617	0.449	0.386		-0.0305	2.02		0.549	0.694	0.931	0.725

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.478
default	[-]	0.494	0.488	0.478	0.516	0.487		0.00953	1.93		0.532	0.722	0.946	0.733
handtune0011	[-]	0.482	0.477	0.478	0.501	0.487		-0.00172	1.99		0.564	0.710	0.958	0.744

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.165
default	[-]	0.154	0.146	0.165	0.188	0.0918		-0.0194	2.22		0.478	0.617	0.885	0.660
handtune0011	[-]	0.149	0.142	0.165	0.177	0.0918		-0.0232	2.23		0.470	0.618	0.891	0.659

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
default	[-]	0.549	0.565	0.476	0.501	0.419		0.0887	1.50		0.398	0.812	0.627	0.613
handtune0011	[-]	0.540	0.555	0.476	0.494	0.419		0.0792	1.76		0.416	0.760	0.609	0.595

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.498
default	[-]	0.523	0.512	0.497	0.533	0.629		0.0137	3.44		0.534	0.448	0.933	0.638
handtune0011	[-]	0.506	0.497	0.497	0.514	0.629		-0.00135	3.62		0.588	0.409	0.959	0.652

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.670
default	[-]	0.675	0.677	0.670	0.663	0.572		0.00565	1.67		0.759	0.777	0.992	0.843
handtune0011	[-]	0.688	0.689	0.670	0.676	0.572		0.0179	1.54		0.695	0.804	0.915	0.805

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.547
default	[-]	0.562	0.567	0.547	0.527	0.395		0.0182	1.45		0.623	0.802	0.869	0.765
handtune0011	[-]	0.560	0.565	0.547	0.524	0.395		0.0169	1.59		0.612	0.778	0.825	0.738

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.429
default	[-]	0.383	0.381	0.429	0.404	0.260		-0.0520	2.55		0.497	0.642	0.899	0.679
handtune0011	[-]	0.379	0.377	0.429	0.412	0.260		-0.0554	2.63		0.489	0.625	0.894	0.669

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.732
default	[-]	0.781	0.785	0.732	0.679	0.695		0.0504	2.67		0.313	0.575	0.605	0.498
handtune0011	[-]	0.719	0.721	0.732	0.642	0.695		-0.0129	2.40		0.599	0.626	0.754	0.660

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.616
default	[-]	0.599	0.596	0.616	0.612			-0.0211	2.56		0.588	0.604	0.724	0.639
handtune0011	[-]	0.597	0.593	0.616	0.606			-0.0243	2.51		0.599	0.611	0.740	0.650

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.373
default	[-]	0.353	0.353	0.373	0.296	0.500		-0.0153	2.75		0.352	0.522	0.484	0.453
handtune0011	[-]	0.341	0.342	0.373	0.286	0.500		-0.0269	2.72		0.364	0.530	0.536	0.477

Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest Temporally integrated period mean Temporally integrated period mean max month Temporally integrated mean phase shift Temporally integrated mean phase shift score Temporally integrated period mean bias Temporally integrated period mean bias score Spatially integrated regional mean cycle Spatially integrated regional mean detrended cycle Spatially integrated regional mean

  Title:

Water, Energy, and Carbon with Artificial Neural Networks (WECANN)

  Version:

1

  Institutions:

Columbia University

  Source:

Solar Induced Fluorescence (SIF), Air Temperature, Precipitation, Net Radiation, Soil Moisture, and Snow Water Equivalent

  History:

2024-01-09: downloaded https://avdc.gsfc.nasa.gov/pub/data/project/WECANN/WECANN_v1.0.nc

2024-01-09: converted to ILAMB-ready netCDF

  References:

Alemohammad, S. H. and Fang, B. and Konings, A. G. and Aires, F. and Green, J. K. and Kolassa, J. and Miralles, D. and Prigent, C. and Gentine, P. (2017), Biogeosciences, 18, 4101--4124, doi:10.5194/bg-14-4101-2017

  Comments:

time_period: 2007-01 through 2015-11

temporal_resolution: monthly

spatial_resolution: 1.0 degree

units: W/m^2

  Convention:

CF-1.8