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) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	65.9
Control	[-]	74.0	74.9	65.9	60.8	69.2		8.12	15.9	2.21		0.536	0.669	0.648	0.957	0.696
Dew	[-]	74.0	74.9	65.9	60.8	69.2		8.12	15.9	2.21		0.536	0.669	0.648	0.957	0.696

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	47.3
Control	[-]	56.2	55.5	47.3	56.9	48.8		9.48	14.9	0.839		0.498	0.627	0.879	0.988	0.724
Dew	[-]	56.2	55.5	47.3	56.9	48.8		9.48	14.9	0.839		0.498	0.627	0.879	0.988	0.724

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	52.2
Control	[-]	52.8	52.1	52.2	65.0	43.4		-0.0134	12.7	0.975		0.574	0.728	0.878	0.863	0.754
Dew	[-]	52.8	52.1	52.2	65.0	43.4		-0.0133	12.7	0.975		0.574	0.728	0.878	0.863	0.754

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	16.2
Control	[-]	12.9	12.9	16.3	13.1	13.6		-3.27	9.43	0.423		0.513	0.443	0.971	0.806	0.635
Dew	[-]	12.9	12.9	16.3	13.1	13.6		-3.26	9.42	0.423		0.513	0.443	0.971	0.805	0.635

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	86.9
Control	[-]	110.	110.	86.9	111.	81.9		23.3	26.1	2.27		0.317	0.774	0.632	0.988	0.697
Dew	[-]	110.	110.	86.9	111.	81.9		23.3	26.1	2.27		0.317	0.774	0.632	0.988	0.697

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	28.6
Control	[-]	23.4	23.3	28.6	24.2	26.7		-5.22	11.4	0.639		0.517	0.430	0.950	0.995	0.664
Dew	[-]	23.4	23.3	28.6	24.2	26.7		-5.22	11.4	0.639		0.517	0.430	0.950	0.995	0.664

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	30.9
Control	[-]	27.3	26.5	30.9	50.8	49.7		-3.99	10.1	0.645		0.598	0.682	0.931	0.973	0.773
Dew	[-]	27.3	26.5	30.9	50.8	49.7		-3.99	10.1	0.645		0.598	0.682	0.931	0.973	0.773

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	56.7
Control	[-]	60.2	58.6	56.6	87.6	82.5		3.43	13.9	0.998		0.611	0.678	0.872	0.960	0.760
Dew	[-]	60.2	58.6	56.6	87.6	82.5		3.43	13.8	0.998		0.611	0.678	0.872	0.960	0.760

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	16.2
Control	[-]	14.5	14.7	16.2	13.4	14.2		-1.72	8.72	0.357		0.705	0.449	0.976	0.977	0.711
Dew	[-]	14.5	14.7	16.2	13.5	14.2		-1.69	8.70	0.357		0.706	0.450	0.976	0.977	0.712

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	29.5
Control	[-]	33.9	32.5	29.5	54.0	31.4		3.98	9.27	0.888		0.682	0.753	0.913	0.948	0.810
Dew	[-]	33.9	32.5	29.5	54.0	31.4		3.98	9.27	0.888		0.682	0.753	0.913	0.948	0.810

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	39.3
Control	[-]	35.8	35.7	39.3	37.3	37.8		-3.35	8.91	0.308		0.662	0.713	0.979	0.993	0.812
Dew	[-]	35.8	35.7	39.3	37.3	37.8		-3.35	8.91	0.309		0.662	0.713	0.979	0.993	0.812

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	39.7
Control	[-]	35.4	39.0	39.7	15.0	44.1		-0.184	11.3	0.992		0.605	0.671	0.875	0.972	0.759
Dew	[-]	35.4	39.0	39.7	15.1	44.1		-0.181	11.3	0.992		0.605	0.671	0.875	0.972	0.759

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	10.2
Control	[-]	9.52	9.28	10.2	21.5	20.0		-0.634	6.94	1.94		0.740	0.779	0.701	0.949	0.790
Dew	[-]	9.53	9.29	10.2	21.5	20.0		-0.632	6.94	1.94		0.740	0.779	0.701	0.949	0.790

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	17.6
Control	[-]	16.1	16.5	17.6	13.4	12.7		-1.30	7.94	0.462		0.606	0.546	0.968	0.941	0.721
Dew	[-]	16.1	16.5	17.6	13.4	12.7		-1.29	7.93	0.463		0.607	0.547	0.968	0.941	0.722

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	57.1
Control	[-]	61.7	59.7	57.0	75.2	69.4		4.04	17.0	0.945		0.497	0.661	0.896	0.872	0.717
Dew	[-]	61.7	59.7	57.0	75.2	69.4		4.04	17.0	0.944		0.497	0.661	0.896	0.872	0.717

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	59.7
Control	[-]	52.5	52.5	59.7	53.8	54.8		-6.91	10.9	0.337		0.537	0.710	0.977	0.967	0.780
Dew	[-]	52.5	52.5	59.7	53.8	54.8		-6.91	10.9	0.337		0.537	0.710	0.977	0.967	0.780

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	32.3
Control	[-]	30.5	30.1	32.3	38.8	33.5		-1.99	8.91	0.689		0.719	0.610	0.946	0.994	0.776
Dew	[-]	30.5	30.1	32.3	38.8	33.5		-1.99	8.91	0.686		0.719	0.610	0.946	0.994	0.776

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	31.4
Control	[-]	27.6	27.9	31.4	41.5	36.1		-3.32	9.07	0.634		0.682	0.697	0.940	0.991	0.801
Dew	[-]	27.6	27.9	31.4	41.5	36.1		-3.32	9.07	0.634		0.682	0.697	0.940	0.991	0.801

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	86.4
Control	[-]	90.1	90.2	86.4	86.9	94.5		3.86	14.1	1.16		0.584	0.782	0.853	0.599	0.720
Dew	[-]	90.1	90.2	86.4	86.9	94.5		3.86	14.1	1.15		0.584	0.782	0.853	0.599	0.720

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	68.6
Control	[-]	63.5	63.0	68.6	67.9	59.4		-5.72	13.3	1.21		0.642	0.699	0.856	0.913	0.762
Dew	[-]	63.5	63.0	68.6	67.9	59.4		-5.72	13.3	1.21		0.642	0.699	0.856	0.913	0.762

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	31.5
Control	[-]	24.6	24.7	31.5	21.7	22.2		-6.45	15.0	1.11		0.354	0.664	0.867	0.752	0.660
Dew	[-]	24.6	24.7	31.5	21.7	22.2		-6.45	15.0	1.11		0.354	0.664	0.867	0.752	0.660

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 Temporally integrated period mean rmse Temporally integrated period mean rmse 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