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
271	[-]	39.1	38.8	47.7	37.1			-8.76	17.7	1.77		0.365	0.645	0.753	0.812	0.644
330	[-]	39.0	38.6	48.0	38.5			-9.38	17.7	1.81		0.356	0.637	0.738	0.830	0.640
CMIP6_001	[-]	48.7	47.8	47.8	55.3	45.1		0.288	16.4	2.29		0.476	0.594	0.661	0.752	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	[-]	55.5
271	[-]	47.7	48.0	55.4	51.6			-7.65	15.9	1.17		0.476	0.525	0.870	0.880	0.655
330	[-]	46.9	47.1	55.5	52.8			-8.69	16.4	1.21		0.430	0.521	0.864	0.856	0.638
CMIP6_001	[-]	53.5	53.7	55.4	61.4	73.8		-1.87	16.1	1.31		0.582	0.463	0.839	0.792	0.628

	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
271	[-]	59.8	60.0	55.3	58.1	69.4		5.17	16.2	0.995		0.509	0.523	0.878	0.794	0.645
330	[-]	57.3	57.5	55.7	55.5	68.3		2.18	15.6	0.966		0.518	0.549	0.886	0.757	0.652
CMIP6_001	[-]	59.2	59.2	55.3	59.7	72.0		4.43	18.4	0.854		0.443	0.476	0.913	0.637	0.589

	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
271	[-]	6.56	6.61	18.7	5.89			-12.1	16.6	0.829		0.305	0.562	0.940	0.917	0.657
330	[-]	7.20	7.26	18.8	6.38			-11.5	15.8	0.809		0.336	0.588	0.941	0.931	0.677
CMIP6_001	[-]	8.43	8.58	18.6	6.77	21.3		-10.0	15.1	0.734		0.417	0.579	0.934	0.927	0.687

	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
271	[-]	25.2	25.1	32.2	25.3			-7.31	11.0	2.25		0.681	0.744	0.664	0.782	0.723
330	[-]	29.7	29.3	33.4	30.4			-4.01	10.0	1.61		0.723	0.746	0.774	0.676	0.733
CMIP6_001	[-]	33.1	32.1	31.8	35.5	53.8		1.41	9.73	1.85		0.708	0.731	0.749	0.852	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	[-]	22.2
271	[-]	13.0	12.9	22.1	18.6			-9.15	13.0	0.853		0.411	0.625	0.922	0.958	0.708
330	[-]	12.3	12.2	22.2	17.6			-9.96	12.7	0.809		0.366	0.682	0.928	0.968	0.725
CMIP6_001	[-]	19.5	19.5	22.3	20.9	31.6		-2.61	10.2	0.657		0.741	0.617	0.947	0.936	0.771

	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
271	[-]	31.4	31.4	33.1	25.0			-1.80	10.6	0.997		0.639	0.583	0.872	0.958	0.727
330	[-]	31.7	31.7	33.2	25.6			-1.64	10.4	0.931		0.642	0.595	0.885	0.961	0.736
CMIP6_001	[-]	35.3	35.3	33.2	30.5	39.2		2.12	12.2	1.01		0.582	0.526	0.878	0.953	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	[-]	43.4
271	[-]	37.3	37.6	43.0	33.0			-5.84	16.1	0.926		0.583	0.492	0.907	0.951	0.685
330	[-]	38.4	38.7	43.4	35.2			-5.10	15.5	0.927		0.609	0.505	0.910	0.977	0.701
CMIP6_001	[-]	43.1	43.1	43.2	43.8	46.3		0.0773	18.0	1.19		0.596	0.398	0.876	0.914	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	[-]	14.4
271	[-]	1.44	1.75	14.5	-1.50			-12.8	16.3	0.931		0.230	0.601	0.927	0.580	0.588
330	[-]	1.12	1.45	14.4	-2.28			-13.1	16.2	0.910		0.216	0.622	0.934	0.508	0.580
CMIP6_001	[-]	3.68	4.15	14.4	-0.794	17.0		-10.4	15.5	1.07		0.373	0.551	0.905	0.527	0.581

	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
271	[-]	63.2	64.0	57.5	53.2			5.61	12.7	0.612		0.506	0.633	0.954	0.821	0.710
330	[-]	65.2	66.0	58.2	55.4			7.00	13.7	0.602		0.479	0.611	0.951	0.789	0.688
CMIP6_001	[-]	67.7	68.4	57.8	57.1	56.6		9.68	15.4	0.700		0.369	0.602	0.936	0.752	0.652

	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
271	[-]	21.6	21.3	23.9	23.7			-1.95	12.5	0.738		0.588	0.512	0.909	0.913	0.687
330	[-]	20.5	20.2	23.9	22.5			-2.99	11.7	0.595		0.582	0.571	0.924	0.911	0.712
CMIP6_001	[-]	26.3	26.1	23.8	28.4	32.6		3.34	13.6	1.04		0.509	0.489	0.872	0.782	0.628

	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
271	[-]	30.9	37.3	38.9	-4.07	67.3		-1.63	13.5	0.964		0.509	0.600	0.891	0.875	0.695
330	[-]	30.6	37.0	39.1	-3.54	66.4		-2.21	13.0	0.935		0.513	0.620	0.896	0.886	0.707
CMIP6_001	[-]	34.5	41.7	38.9	-4.58	50.9		2.89	14.6	1.03		0.496	0.558	0.882	0.862	0.671

	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
271	[-]	47.7	47.4	49.7	56.3	83.6		-1.83	8.97	1.08		0.612	0.729	0.875	0.953	0.780
330	[-]	47.8	47.5	49.8	55.6	83.8		-1.86	8.70	1.04		0.627	0.738	0.881	0.958	0.788
CMIP6_001	[-]	54.4	54.0	49.7	64.2	73.7		4.89	11.2	0.873		0.508	0.725	0.908	0.789	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	[-]	19.1
271	[-]	4.84	4.99	19.2	3.48			-14.3	18.5	0.724		0.170	0.532	0.941	0.767	0.588
330	[-]	4.53	4.72	19.1	2.83			-14.6	18.0	0.610		0.153	0.582	0.952	0.806	0.615
CMIP6_001	[-]	7.22	7.79	19.2	3.58	20.7		-11.6	16.9	0.782		0.321	0.519	0.930	0.666	0.591

	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
271	[-]	51.9	51.9	53.8	52.3			-1.65	13.5	0.569		0.538	0.631	0.952	0.985	0.747
330	[-]	51.9	51.6	53.7	53.2			-1.62	12.9	0.634		0.543	0.656	0.938	0.989	0.757
CMIP6_001	[-]	61.5	60.9	53.6	64.9	62.1		8.82	18.8	1.06		0.411	0.473	0.881	0.982	0.644

	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
271	[-]	33.5	33.6	29.5	30.7			4.49	9.58	0.792		0.569	0.705	0.905	0.860	0.749
330	[-]	33.2	33.3	29.7	30.7			3.91	9.12	0.773		0.609	0.702	0.921	0.941	0.775
CMIP6_001	[-]	38.4	38.6	29.5	35.5	54.9		9.41	14.0	1.41		0.329	0.592	0.808	0.929	0.650

	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
271	[-]	20.5	20.6	26.5	19.5			-6.00	13.2	0.630		0.572	0.520	0.944	0.830	0.677
330	[-]	18.8	19.0	26.5	17.6			-7.60	12.8	0.755		0.490	0.592	0.922	0.723	0.664
CMIP6_001	[-]	27.0	27.0	26.4	26.5	32.4		0.389	11.8	0.819		0.611	0.568	0.905	0.519	0.634

	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
271	[-]	44.7	44.7	41.4	53.7			3.41	12.2	0.933		0.628	0.516	0.895	0.970	0.705
330	[-]	44.7	44.8	41.6	52.5			3.26	11.6	0.933		0.640	0.538	0.893	0.979	0.718
CMIP6_001	[-]	48.2	48.2	41.5	61.8	49.0		6.75	13.4	1.04		0.477	0.510	0.876	0.970	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	[-]	32.2
271	[-]	40.4	40.1	31.6	48.6			8.79	14.5	0.959		0.555	0.661	0.887	0.564	0.666
330	[-]	40.5	40.2	32.2	49.9			8.31	13.3	1.13		0.580	0.689	0.858	0.648	0.693
CMIP6_001	[-]	43.7	43.4	31.8	59.1	51.7		12.0	17.6	1.15		0.424	0.581	0.847	0.734	0.633

	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
271	[-]	56.3	56.2	42.6	55.1			13.8	18.6	1.08		0.358	0.584	0.875	0.707	0.621
330	[-]	51.9	51.9	43.0	50.5			9.09	14.7	0.948		0.485	0.612	0.895	0.910	0.703
CMIP6_001	[-]	55.1	55.1	42.7	54.9	40.1		12.7	17.8	1.16		0.383	0.563	0.861	0.820	0.638

	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
271	[-]	52.8	52.6	51.6	51.3	28.9		0.805	16.3	0.578		0.319	0.544	0.950	0.732	0.618
330	[-]	51.1	50.9	51.7	50.3	29.7		-0.945	15.6	0.639		0.348	0.562	0.947	0.755	0.635
CMIP6_001	[-]	61.6	61.2	51.5	64.8	56.5		8.80	20.9	0.743		0.261	0.350	0.935	0.771	0.534

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