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
271	[-]	73.9	74.5	66.2	66.8			7.60	16.4	1.82		0.539	0.642	0.725	0.993	0.708
330	[-]	71.4	72.1	65.9	63.4			5.65	15.1	1.55		0.612	0.626	0.767	0.985	0.723
CMIP6_001	[-]	73.9	74.6	66.1	65.7	66.3		8.02	17.0	2.48		0.536	0.640	0.597	0.964	0.675

	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
271	[-]	57.5	57.0	47.4	53.8			10.6	23.1	1.54		0.427	0.340	0.776	0.949	0.566
330	[-]	57.8	57.4	47.3	51.8			11.1	23.3	1.49		0.410	0.342	0.775	0.970	0.568
CMIP6_001	[-]	50.1	49.4	47.4	50.3	48.4		3.26	18.6	1.55		0.649	0.420	0.765	0.989	0.649

	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
271	[-]	53.8	53.3	52.6	61.9	54.1		0.497	16.4	1.15		0.564	0.592	0.859	0.966	0.715
330	[-]	54.7	54.2	52.2	62.4	55.3		1.93	16.8	1.07		0.564	0.572	0.865	0.950	0.705
CMIP6_001	[-]	58.2	57.6	52.5	67.0	47.3		5.01	19.3	1.13		0.514	0.541	0.857	0.857	0.662

	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
271	[-]	14.8	14.8	16.2	15.0			-1.21	9.32	0.333		0.595	0.418	0.978	0.984	0.678
330	[-]	14.7	14.7	16.2	14.8			-1.37	8.97	0.225		0.579	0.447	0.985	0.983	0.688
CMIP6_001	[-]	15.1	15.3	16.2	12.9	17.0		-0.940	9.57	0.274		0.425	0.457	0.981	0.937	0.651

	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
271	[-]	97.8	95.6	87.5	104.			10.5	14.8	2.70		0.604	0.819	0.562	0.974	0.755
330	[-]	88.5	86.3	86.9	94.3			1.64	12.3	2.28		0.673	0.833	0.643	0.927	0.782
CMIP6_001	[-]	96.9	95.4	87.8	102.	71.7		9.42	12.8	2.76		0.647	0.826	0.554	0.921	0.755

	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
271	[-]	29.3	29.2	28.5	32.8			0.849	9.35	0.262		0.688	0.518	0.982	0.942	0.730
330	[-]	30.8	30.8	28.6	34.7			2.26	8.68	0.259		0.728	0.545	0.983	0.995	0.759
CMIP6_001	[-]	29.4	29.3	28.5	31.4	29.5		0.945	7.86	0.302		0.708	0.599	0.980	0.995	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	[-]	30.9
271	[-]	35.2	34.3	30.9	60.4			3.90	12.9	0.754		0.589	0.527	0.917	0.975	0.707
330	[-]	34.2	33.3	30.9	58.4			2.88	12.7	0.724		0.601	0.535	0.915	0.964	0.710
CMIP6_001	[-]	33.8	32.9	30.9	55.9	52.1		2.46	13.1	0.761		0.571	0.538	0.920	0.975	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	[-]	56.7
271	[-]	57.4	55.7	56.8	82.2			0.776	15.5	1.54		0.662	0.573	0.797	0.988	0.718
330	[-]	54.7	53.2	56.7	77.0			-1.90	15.2	1.32		0.640	0.589	0.829	0.993	0.728
CMIP6_001	[-]	58.6	56.9	56.6	83.4	76.5		1.80	18.8	1.85		0.647	0.481	0.730	0.987	0.665

	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
271	[-]	14.5	14.9	16.2	11.1			-1.66	9.31	0.163		0.631	0.414	0.989	0.931	0.676
330	[-]	14.3	14.7	16.2	11.1			-1.74	9.27	0.152		0.660	0.409	0.989	0.907	0.675
CMIP6_001	[-]	12.8	13.3	16.2	9.08	11.7		-3.00	10.5	0.170		0.458	0.371	0.988	0.893	0.616

	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
271	[-]	43.7	43.1	30.4	51.4			13.1	17.5	0.931		0.301	0.648	0.910	0.969	0.695
330	[-]	40.9	40.4	29.5	47.8			11.2	17.2	1.03		0.328	0.599	0.892	0.971	0.678
CMIP6_001	[-]	39.0	37.8	29.9	56.8	48.9		8.40	13.8	0.879		0.450	0.654	0.912	0.986	0.731

	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
271	[-]	36.8	36.8	39.2	37.2			-2.24	10.5	0.368		0.664	0.624	0.976	0.988	0.775
330	[-]	38.2	38.1	39.3	38.8			-1.06	10.5	0.372		0.679	0.623	0.975	0.965	0.773
CMIP6_001	[-]	35.8	36.0	39.3	34.7	38.8		-3.43	11.5	0.396		0.640	0.591	0.974	0.980	0.755

	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
271	[-]	38.3	42.3	39.9	17.0	49.9		2.82	13.3	1.08		0.587	0.587	0.861	0.985	0.721
330	[-]	37.9	41.9	39.7	16.6	50.9		2.50	12.9	1.05		0.604	0.589	0.865	0.987	0.727
CMIP6_001	[-]	37.1	41.0	39.8	15.7	46.1		1.68	13.5	1.12		0.583	0.584	0.855	0.980	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	[-]	10.2
271	[-]	12.5	12.3	10.2	21.9	8.57		2.36	8.48	1.88		0.717	0.715	0.721	0.950	0.763
330	[-]	12.6	12.4	10.2	22.8	8.43		2.50	8.55	1.94		0.719	0.710	0.712	0.942	0.758
CMIP6_001	[-]	10.1	9.88	10.3	20.4	14.9		-0.146	7.63	1.55		0.750	0.747	0.793	0.952	0.798

	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
271	[-]	17.2	17.9	17.4	12.3			-0.246	9.24	0.387		0.595	0.453	0.973	0.810	0.657
330	[-]	17.7	18.5	17.6	12.7			0.159	9.02	0.445		0.606	0.465	0.970	0.802	0.661
CMIP6_001	[-]	15.7	16.5	17.5	10.7	14.0		-1.39	8.82	0.612		0.603	0.479	0.958	0.898	0.683

	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
271	[-]	67.2	66.3	56.7	72.8			10.9	17.3	0.977		0.441	0.670	0.884	0.990	0.731
330	[-]	65.5	64.9	57.1	69.8			8.79	16.2	1.05		0.487	0.670	0.879	0.983	0.738
CMIP6_001	[-]	61.3	61.4	56.7	62.8	64.0		5.44	19.3	1.56		0.443	0.568	0.787	0.980	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	[-]	59.7
271	[-]	56.6	56.3	59.8	64.3			-3.03	10.8	0.402		0.682	0.628	0.972	0.994	0.781
330	[-]	55.4	55.2	59.7	62.7			-4.00	10.8	0.545		0.647	0.634	0.963	0.997	0.775
CMIP6_001	[-]	51.9	51.4	59.6	62.4	59.9		-7.71	15.2	0.487		0.457	0.523	0.964	0.953	0.684

	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
271	[-]	34.9	34.4	32.3	44.8			2.45	9.37	0.242		0.676	0.598	0.982	0.912	0.753
330	[-]	37.3	36.9	32.3	45.6			4.83	10.3	0.361		0.588	0.588	0.975	0.988	0.745
CMIP6_001	[-]	33.2	32.9	32.3	40.8	29.3		0.687	10.1	0.395		0.648	0.578	0.973	0.991	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	[-]	31.4
271	[-]	33.8	34.0	31.3	41.7			2.87	11.8	0.801		0.626	0.580	0.929	0.985	0.740
330	[-]	34.2	34.4	31.4	42.4			3.21	11.8	0.796		0.629	0.577	0.930	0.979	0.738
CMIP6_001	[-]	29.0	29.2	31.3	34.0	36.9		-1.86	11.4	0.821		0.641	0.608	0.918	0.904	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	[-]	86.4
271	[-]	89.2	89.4	86.9	83.5			2.49	16.7	1.95		0.567	0.679	0.720	0.635	0.656
330	[-]	85.3	85.6	86.4	78.5			-0.901	12.8	1.79		0.714	0.724	0.749	0.800	0.742
CMIP6_001	[-]	94.9	95.1	86.7	85.9	73.9		8.58	18.3	2.21		0.494	0.669	0.656	0.720	0.642

	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
271	[-]	60.4	60.4	68.8	63.0			-8.58	16.5	1.18		0.551	0.653	0.865	0.943	0.733
330	[-]	63.8	63.7	68.6	66.3			-5.10	15.0	1.15		0.598	0.657	0.872	0.991	0.755
CMIP6_001	[-]	59.9	59.8	68.7	67.4	67.2		-9.06	18.6	1.14		0.468	0.602	0.870	0.968	0.702

	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
271	[-]	40.8	41.0	31.3	34.5	17.1		9.34	15.7	1.33		0.357	0.623	0.830	0.842	0.655
330	[-]	41.4	41.5	31.5	34.9	16.6		9.71	15.8	1.24		0.359	0.615	0.848	0.883	0.664
CMIP6_001	[-]	36.5	36.6	31.5	29.4	24.5		4.97	15.9	1.23		0.430	0.559	0.847	0.765	0.632

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