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
I123	[-]	49.0	48.8	48.0	48.1			1.18	16.9	2.39		0.502	0.544	0.637	0.879	0.621
post5.4	[-]	43.0	42.7	48.0	45.6			-4.83	19.0	2.68		0.434	0.496	0.581	0.824	0.566

	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
I123	[-]	54.3	54.4	55.5	60.4			-1.24	22.1	1.40		0.461	0.284	0.818	0.836	0.536
post5.4	[-]	52.9	53.0	55.5	60.9			-2.61	22.4	1.34		0.465	0.272	0.828	0.819	0.531

	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
I123	[-]	63.5	63.6	55.7	62.8	68.3		8.43	19.0	1.46		0.413	0.467	0.807	0.856	0.602
post5.4	[-]	60.1	60.2	55.7	59.6	68.3		5.08	19.6	1.42		0.446	0.438	0.814	0.755	0.578

	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
I123	[-]	11.6	11.9	18.8	7.44			-7.38	14.4	0.508		0.555	0.537	0.964	0.882	0.695
post5.4	[-]	10.8	11.0	18.8	7.53			-8.04	13.5	0.332		0.516	0.595	0.977	0.943	0.725

	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
I123	[-]	43.4	42.3	33.4	45.9			9.22	15.4	2.04		0.374	0.746	0.683	0.928	0.695
post5.4	[-]	36.4	34.5	33.4	40.8			2.08	12.1	2.50		0.597	0.723	0.596	0.961	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	[-]	22.2
I123	[-]	21.3	21.2	22.2	22.1			-0.981	12.2	0.739		0.735	0.518	0.939	0.876	0.717
post5.4	[-]	19.5	19.5	22.2	20.4			-2.77	11.3	0.748		0.697	0.575	0.932	0.927	0.741

	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
I123	[-]	38.2	38.1	33.2	37.0			5.07	13.5	0.856		0.451	0.556	0.912	0.971	0.689
post5.4	[-]	34.3	34.4	33.2	30.2			1.19	11.3	0.909		0.563	0.604	0.902	0.969	0.728

	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
I123	[-]	44.7	44.7	43.4	44.1			0.955	15.9	0.965		0.598	0.505	0.895	0.913	0.683
post5.4	[-]	39.8	39.7	43.4	40.4			-3.86	14.6	0.794		0.601	0.544	0.923	0.947	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	[-]	14.4
I123	[-]	3.39	4.04	14.4	-2.77			-10.7	15.3	0.817		0.375	0.588	0.944	0.311	0.561
post5.4	[-]	3.00	3.47	14.4	-0.895			-11.2	14.0	0.545		0.350	0.683	0.963	0.329	0.602

	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
I123	[-]	74.8	75.3	58.2	67.8			16.5	19.3	0.641		0.178	0.684	0.944	0.982	0.695
post5.4	[-]	70.2	70.7	58.2	64.6			11.9	15.5	0.545		0.312	0.693	0.957	0.980	0.727

	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
I123	[-]	30.0	29.9	23.8	30.0	56.1		6.42	16.0	0.794		0.408	0.392	0.910	0.947	0.610
post5.4	[-]	27.4	27.4	23.8	26.5	56.1		3.79	13.5	0.714		0.493	0.486	0.922	0.951	0.667

	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
I123	[-]	34.6	40.8	39.1	0.880	57.8		1.77	14.9	1.04		0.492	0.552	0.879	0.898	0.675
post5.4	[-]	31.5	38.2	39.1	-4.78	57.8		-0.907	14.0	1.03		0.511	0.582	0.877	0.913	0.693

	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
I123	[-]	44.3	43.9	49.8	56.8	83.8		-5.22	12.2	1.09		0.466	0.652	0.869	0.949	0.717
post5.4	[-]	43.0	42.8	49.8	52.6	83.8		-6.47	12.0	1.13		0.457	0.682	0.858	0.957	0.727

	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
I123	[-]	7.11	8.17	19.1	0.528			-11.9	17.4	0.609		0.337	0.529	0.953	0.359	0.541
post5.4	[-]	8.25	9.07	19.1	2.79			-10.8	15.9	0.413		0.374	0.560	0.967	0.470	0.586

	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
I123	[-]	55.4	55.2	53.7	57.6			2.21	14.8	0.551		0.554	0.563	0.954	0.946	0.716
post5.4	[-]	50.5	50.2	53.7	52.5			-3.00	14.7	0.736		0.563	0.576	0.928	0.977	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	[-]	29.7
I123	[-]	32.2	32.4	29.7	29.7			2.96	11.3	0.895		0.662	0.560	0.891	0.956	0.726
post5.4	[-]	34.6	34.9	29.7	31.2			5.38	11.4	1.06		0.535	0.636	0.858	0.929	0.719

	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
I123	[-]	28.5	28.9	26.5	22.3			1.97	15.7	0.827		0.615	0.374	0.934	0.625	0.584
post5.4	[-]	27.4	27.8	26.5	22.3			0.877	13.2	0.670		0.659	0.478	0.947	0.616	0.636

	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
I123	[-]	41.3	41.3	41.6	50.8			-0.292	11.7	0.731		0.624	0.533	0.926	0.976	0.718
post5.4	[-]	40.1	40.1	41.6	44.1			-1.46	10.2	0.719		0.638	0.607	0.918	0.987	0.751

	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
I123	[-]	35.3	35.1	32.2	42.9			3.18	10.8	1.37		0.663	0.698	0.814	0.923	0.759
post5.4	[-]	27.4	27.0	32.2	40.9			-4.81	11.5	1.25		0.578	0.730	0.836	0.771	0.729

	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
I123	[-]	49.3	49.2	43.0	51.7			6.45	13.4	1.39		0.578	0.626	0.823	0.992	0.729
post5.4	[-]	47.4	47.5	43.0	46.0			4.64	14.0	1.53		0.543	0.615	0.809	0.906	0.698

	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
I123	[-]	55.7	54.6	51.7	65.0	29.7		3.67	15.3	0.811		0.353	0.592	0.930	0.922	0.678
post5.4	[-]	58.8	57.8	51.7	66.3	29.7		6.81	16.1	0.727		0.341	0.563	0.940	0.925	0.666

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