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
h0	[-]	36.1	36.1	48.0	43.7	44.1		-11.0	18.9	2.11		0.304	0.618	0.683	0.894	0.623
h0a	[-]	36.1	36.1	48.0	43.7	44.1		-11.0	18.9	2.11		0.304	0.618	0.683	0.894	0.623

	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
h0	[-]	52.7	52.8	55.5	51.7	75.9		-2.69	18.2	1.10		0.517	0.412	0.879	0.937	0.631
h0a	[-]	52.7	52.8	55.5	51.7	75.9		-2.69	18.2	1.10		0.517	0.412	0.879	0.937	0.631

	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
h0	[-]	59.2	59.5	55.6	56.2	77.1		4.24	18.1	0.964		0.490	0.465	0.885	0.766	0.614
h0a	[-]	59.2	59.5	55.6	56.2	77.1		4.24	18.1	0.964		0.490	0.465	0.885	0.766	0.614

	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
h0	[-]	16.2	16.7	18.8	8.78	21.8		-2.68	16.9	0.823		0.615	0.396	0.921	0.515	0.568
h0a	[-]	16.2	16.7	18.8	8.78	21.8		-2.68	16.9	0.823		0.615	0.396	0.921	0.515	0.568

	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
h0	[-]	22.3	20.3	33.3	27.6	46.6		-11.3	15.7	1.60		0.421	0.753	0.748	0.928	0.721
h0a	[-]	22.3	20.3	33.3	27.6	46.6		-11.3	15.7	1.60		0.421	0.753	0.748	0.928	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	[-]	22.2
h0	[-]	24.9	24.9	22.2	27.0	28.2		2.68	13.0	0.838		0.599	0.550	0.919	0.569	0.637
h0a	[-]	24.9	24.9	22.2	27.0	28.2		2.68	13.0	0.838		0.599	0.550	0.919	0.569	0.637

	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
h0	[-]	33.2	33.3	33.2	29.1	40.1		0.231	12.5	0.931		0.500	0.585	0.895	0.799	0.673
h0a	[-]	33.2	33.3	33.2	29.1	40.1		0.231	12.5	0.931		0.500	0.585	0.895	0.799	0.673

	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
h0	[-]	34.6	34.3	43.4	35.7	42.1		-8.91	17.6	0.734		0.398	0.561	0.935	0.891	0.669
h0a	[-]	34.6	34.3	43.4	35.7	42.1		-8.91	17.6	0.734		0.398	0.561	0.935	0.891	0.669

	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
h0	[-]	7.54	8.12	14.4	1.29	15.0		-6.47	15.1	1.20		0.516	0.504	0.863	0.288	0.535
h0a	[-]	7.54	8.12	14.4	1.29	15.0		-6.47	15.1	1.20		0.516	0.504	0.863	0.288	0.535

	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
h0	[-]	59.7	60.7	58.2	46.0	61.0		1.60	11.6	0.588		0.542	0.684	0.952	0.746	0.722
h0a	[-]	59.7	60.7	58.2	46.0	61.0		1.60	11.6	0.588		0.542	0.684	0.952	0.746	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	[-]	23.9
h0	[-]	20.7	20.2	23.8	25.4	38.9		-2.54	10.0	0.975		0.602	0.637	0.890	0.928	0.739
h0a	[-]	20.7	20.2	23.8	25.4	38.9		-2.54	10.0	0.975		0.602	0.637	0.890	0.928	0.739

	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
h0	[-]	30.5	36.3	39.1	-1.49	48.0		-2.71	14.7	1.04		0.475	0.590	0.879	0.917	0.690
h0a	[-]	30.5	36.3	39.1	-1.49	48.0		-2.71	14.7	1.04		0.475	0.590	0.879	0.917	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
h0	[-]	39.9	39.4	49.8	54.4	65.9		-9.62	14.6	1.40		0.300	0.735	0.820	0.835	0.685
h0a	[-]	39.9	39.4	49.8	54.4	65.9		-9.62	14.6	1.40		0.300	0.735	0.820	0.835	0.685

	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
h0	[-]	7.89	8.49	19.1	3.73	19.9		-11.1	17.4	0.857		0.364	0.478	0.924	0.501	0.549
h0a	[-]	7.89	8.49	19.1	3.73	19.9		-11.1	17.4	0.857		0.364	0.478	0.924	0.501	0.549

	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
h0	[-]	49.3	49.6	53.7	48.6	59.6		-2.83	18.0	0.685		0.435	0.581	0.929	0.787	0.663
h0a	[-]	49.3	49.6	53.7	48.6	59.6		-2.83	18.0	0.685		0.435	0.581	0.929	0.787	0.663

	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
h0	[-]	30.5	30.4	29.7	30.3	43.4		0.914	11.9	1.23		0.704	0.507	0.828	0.992	0.708
h0a	[-]	30.5	30.4	29.7	30.3	43.4		0.914	11.9	1.23		0.704	0.507	0.828	0.992	0.708

	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
h0	[-]	24.1	24.2	26.4	23.3	33.3		-2.36	12.2	0.926		0.657	0.528	0.905	0.653	0.654
h0a	[-]	24.1	24.2	26.4	23.3	33.3		-2.36	12.2	0.926		0.657	0.528	0.905	0.653	0.654

	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
h0	[-]	48.6	48.4	41.6	54.8	51.7		6.64	14.1	0.974		0.449	0.512	0.904	0.962	0.668
h0a	[-]	48.6	48.4	41.6	54.8	51.7		6.64	14.1	0.974		0.449	0.512	0.904	0.962	0.668

	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
h0	[-]	24.4	24.1	32.2	38.7	37.8		-7.74	13.6	1.34		0.497	0.763	0.828	0.593	0.689
h0a	[-]	24.4	24.1	32.2	38.7	37.8		-7.74	13.6	1.34		0.497	0.763	0.828	0.593	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	[-]	43.0
h0	[-]	47.2	47.5	43.0	40.1	41.8		4.68	14.0	0.775		0.504	0.644	0.918	0.861	0.714
h0a	[-]	47.2	47.5	43.0	40.1	41.8		4.68	14.0	0.775		0.504	0.644	0.918	0.861	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	[-]	51.7
h0	[-]	56.7	56.7	51.6	51.5	68.2		3.96	21.1	0.787		0.240	0.523	0.924	0.559	0.554
h0a	[-]	56.7	56.7	51.6	51.5	68.2		3.96	21.1	0.787		0.240	0.523	0.924	0.559	0.554

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