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	[-]	48.0
Dew	[-]	46.0	45.5	48.0	47.7	44.1		-2.24	19.8	2.43		0.400	0.524	0.634	0.727	0.562
DewRH1	[-]	46.0	45.5	48.0	47.7	44.1		-2.24	19.8	2.43		0.400	0.524	0.634	0.727	0.562

	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	[-]	55.5
Dew	[-]	52.4	52.6	55.5	59.3	75.9		-3.17	20.9	1.15		0.403	0.371	0.872	0.687	0.541
DewRH1	[-]	52.4	52.6	55.5	59.3	75.9		-3.17	20.9	1.15		0.403	0.371	0.872	0.687	0.541

	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	[-]	55.7
Dew	[-]	59.7	59.8	55.6	59.3	77.1		4.63	17.7	1.04		0.375	0.586	0.870	0.597	0.603
DewRH1	[-]	59.7	59.8	55.6	59.3	77.1		4.63	17.7	1.04		0.375	0.586	0.870	0.597	0.603

	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	[-]	18.8
Dew	[-]	11.7	12.0	18.8	7.66	21.8		-7.01	14.1	0.383		0.573	0.535	0.973	0.914	0.706
DewRH1	[-]	11.7	12.0	18.8	7.66	21.8		-7.01	14.1	0.383		0.573	0.535	0.973	0.914	0.706

	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	[-]	33.4
Dew	[-]	36.8	36.0	33.3	38.6	46.6		3.16	13.7	2.73		0.527	0.702	0.546	0.968	0.689
DewRH1	[-]	36.8	36.0	33.3	38.6	46.6		3.16	13.7	2.73		0.527	0.702	0.546	0.968	0.689

	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	[-]	22.2
Dew	[-]	19.2	19.2	22.2	20.4	28.2		-3.09	12.0	0.838		0.686	0.552	0.924	0.876	0.718
DewRH1	[-]	19.2	19.2	22.2	20.4	28.2		-3.09	12.0	0.838		0.686	0.552	0.924	0.876	0.718

	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	[-]	33.2
Dew	[-]	34.3	34.3	33.2	29.8	40.1		1.20	11.7	0.833		0.566	0.598	0.912	0.929	0.721
DewRH1	[-]	34.3	34.3	33.2	29.8	40.1		1.20	11.7	0.833		0.566	0.598	0.912	0.929	0.721

	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	[-]	43.4
Dew	[-]	45.4	45.6	43.4	40.1	42.1		1.75	15.4	0.683		0.554	0.557	0.934	0.767	0.674
DewRH1	[-]	45.4	45.6	43.4	40.1	42.1		1.75	15.4	0.683		0.554	0.557	0.934	0.767	0.674

	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	[-]	14.4
Dew	[-]	1.83	2.37	14.4	-3.39	15.0		-12.3	16.0	0.859		0.313	0.615	0.934	0.231	0.541
DewRH1	[-]	1.83	2.37	14.4	-3.39	15.0		-12.3	16.0	0.859		0.313	0.615	0.934	0.231	0.541

	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	[-]	58.2
Dew	[-]	70.5	71.2	58.2	60.8	61.0		12.2	15.8	0.554		0.285	0.702	0.957	0.904	0.710
DewRH1	[-]	70.5	71.2	58.2	60.8	61.0		12.2	15.8	0.554		0.285	0.702	0.957	0.904	0.710

	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	[-]	23.9
Dew	[-]	24.5	24.6	23.8	23.0	38.9		0.895	12.0	0.795		0.623	0.531	0.912	0.950	0.709
DewRH1	[-]	24.5	24.6	23.8	23.0	38.9		0.895	12.0	0.795		0.623	0.531	0.912	0.950	0.709

	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	[-]	39.1
Dew	[-]	32.4	38.3	39.1	-0.488	48.0		-0.739	14.2	1.00		0.494	0.596	0.882	0.882	0.690
DewRH1	[-]	32.4	38.3	39.1	-0.488	48.0		-0.739	14.2	1.00		0.494	0.596	0.882	0.882	0.690

	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	[-]	49.8
Dew	[-]	43.9	43.5	49.8	56.9	65.9		-5.58	12.8	0.979		0.398	0.689	0.883	0.864	0.705
DewRH1	[-]	43.9	43.5	49.8	56.9	65.9		-5.58	12.8	0.979		0.398	0.689	0.883	0.864	0.705

	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	[-]	19.1
Dew	[-]	7.41	8.27	19.1	1.30	19.9		-11.5	17.6	0.611		0.351	0.501	0.951	0.402	0.541
DewRH1	[-]	7.41	8.27	19.1	1.30	19.9		-11.5	17.6	0.611		0.351	0.501	0.951	0.402	0.541

	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	[-]	53.7
Dew	[-]	51.0	50.7	53.7	51.9	59.6		-2.26	15.2	0.695		0.518	0.584	0.930	0.957	0.714
DewRH1	[-]	51.0	50.7	53.7	51.9	59.6		-2.26	15.2	0.695		0.518	0.584	0.930	0.957	0.714

	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	[-]	29.7
Dew	[-]	31.6	31.8	29.7	29.6	43.4		2.32	9.80	1.08		0.617	0.678	0.851	0.888	0.742
DewRH1	[-]	31.6	31.8	29.7	29.6	43.4		2.32	9.80	1.08		0.617	0.678	0.851	0.888	0.742

	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	[-]	26.5
Dew	[-]	25.2	25.5	26.4	20.9	33.3		-1.29	13.8	0.712		0.670	0.452	0.942	0.608	0.625
DewRH1	[-]	25.2	25.5	26.4	20.9	33.3		-1.29	13.8	0.712		0.670	0.452	0.942	0.608	0.625

	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	[-]	41.6
Dew	[-]	40.9	40.9	41.6	47.0	51.7		-0.701	10.8	0.794		0.619	0.596	0.904	0.964	0.736
DewRH1	[-]	40.9	40.9	41.6	47.0	51.7		-0.701	10.8	0.794		0.619	0.596	0.904	0.964	0.736

	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	[-]	32.2
Dew	[-]	28.5	28.2	32.2	40.7	37.8		-3.68	11.6	1.53		0.593	0.740	0.793	0.710	0.715
DewRH1	[-]	28.5	28.2	32.2	40.7	37.8		-3.68	11.6	1.53		0.593	0.740	0.793	0.710	0.715

	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	[-]	43.0
Dew	[-]	45.6	45.7	43.0	42.6	41.8		2.81	12.7	1.48		0.539	0.675	0.804	0.854	0.709
DewRH1	[-]	45.6	45.7	43.0	42.6	41.8		2.81	12.7	1.48		0.539	0.675	0.804	0.854	0.709

	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	[-]	51.7
Dew	[-]	60.3	59.2	51.6	71.0	68.2		8.10	19.1	0.908		0.288	0.516	0.913	0.876	0.622
DewRH1	[-]	60.3	59.2	51.6	71.0	68.2		8.10	19.1	0.908		0.288	0.516	0.913	0.876	0.622

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