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
I123	[-]	71.8	72.5	65.9	61.7			5.68	14.9	2.87		0.580	0.673	0.519	0.980	0.685
post5.4	[-]	72.9	73.6	65.9	62.0			6.73	15.9	2.49		0.556	0.654	0.596	0.976	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	[-]	47.3
I123	[-]	49.0	48.3	47.3	47.5			2.19	17.1	0.993		0.637	0.467	0.860	0.966	0.679
post5.4	[-]	50.2	49.6	47.3	49.9			3.41	16.8	1.08		0.612	0.481	0.842	0.964	0.676

	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
I123	[-]	46.7	46.0	52.2	58.5	55.3		-5.95	17.1	1.17		0.549	0.557	0.850	0.948	0.692
post5.4	[-]	47.7	47.0	52.2	60.1	55.3		-4.97	15.8	1.00		0.566	0.601	0.872	0.944	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	[-]	16.2
I123	[-]	12.4	12.4	16.2	12.5			-3.79	10.4	0.457		0.487	0.389	0.969	0.793	0.605
post5.4	[-]	13.8	13.8	16.2	13.8			-2.36	9.16	0.555		0.512	0.464	0.962	0.908	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	[-]	86.9
I123	[-]	107.	108.	86.9	103.			20.4	24.2	2.14		0.350	0.799	0.665	0.981	0.719
post5.4	[-]	107.	107.	86.9	105.			20.0	25.5	2.51		0.356	0.777	0.594	0.924	0.686

	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
I123	[-]	23.7	23.6	28.6	25.1			-4.99	11.8	0.596		0.522	0.416	0.957	0.990	0.660
post5.4	[-]	23.7	23.6	28.6	24.3			-4.96	11.1	0.711		0.532	0.456	0.946	0.987	0.676

	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
I123	[-]	29.0	28.2	30.9	51.9			-2.20	11.2	0.829		0.634	0.599	0.908	0.983	0.745
post5.4	[-]	27.7	26.9	30.9	50.1			-3.46	11.6	0.780		0.588	0.616	0.919	0.957	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	[-]	56.7
I123	[-]	58.4	56.9	56.7	79.1			1.81	14.7	1.19		0.655	0.611	0.848	0.992	0.743
post5.4	[-]	57.0	55.5	56.7	79.1			0.447	14.6	1.20		0.660	0.613	0.856	0.993	0.747

	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
I123	[-]	15.4	15.7	16.2	13.5			-0.774	7.38	0.224		0.780	0.524	0.985	0.972	0.757
post5.4	[-]	15.5	15.7	16.2	13.9			-0.741	6.96	0.405		0.768	0.556	0.973	0.981	0.767

	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
I123	[-]	31.3	30.0	29.5	48.9			1.42	8.86	1.01		0.724	0.734	0.899	0.982	0.814
post5.4	[-]	33.4	32.2	29.5	50.3			3.56	9.94	0.957		0.675	0.710	0.892	0.970	0.792

	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
I123	[-]	32.3	32.4	39.3	31.9	33.0		-6.87	12.7	0.446		0.505	0.611	0.970	0.959	0.731
post5.4	[-]	34.6	34.6	39.3	34.7	33.0		-4.58	11.4	0.406		0.602	0.628	0.972	0.976	0.761

	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
I123	[-]	34.0	37.5	39.7	14.9	35.9		-1.73	12.3	1.12		0.603	0.618	0.857	0.984	0.736
post5.4	[-]	34.5	38.2	39.7	14.7	35.9		-1.02	12.1	1.08		0.607	0.631	0.863	0.981	0.743

	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
I123	[-]	10.5	10.2	10.2	23.2	8.43		0.333	7.93	2.07		0.732	0.732	0.679	0.941	0.763
post5.4	[-]	9.96	9.68	10.2	21.7	8.43		-0.181	7.50	1.98		0.739	0.750	0.694	0.947	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	[-]	17.6
I123	[-]	16.3	16.7	17.6	13.1			-1.30	7.76	0.424		0.634	0.548	0.971	0.930	0.726
post5.4	[-]	17.8	18.2	17.6	14.6			0.230	7.52	0.433		0.644	0.566	0.971	0.897	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	[-]	57.1
I123	[-]	58.4	56.5	57.1	69.4			1.31	15.8	1.01		0.518	0.672	0.883	0.901	0.729
post5.4	[-]	59.2	57.1	57.1	70.7			2.12	14.9	0.966		0.578	0.672	0.892	0.922	0.747

	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
I123	[-]	46.0	45.8	59.7	50.4			-13.6	17.7	0.399		0.228	0.566	0.973	0.882	0.643
post5.4	[-]	48.8	48.6	59.7	53.0			-10.7	15.5	0.486		0.334	0.579	0.967	0.975	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	[-]	32.3
I123	[-]	29.9	29.4	32.3	37.7			-2.63	10.4	0.608		0.687	0.541	0.955	0.990	0.743
post5.4	[-]	30.5	30.0	32.3	39.4			-1.97	9.60	0.715		0.721	0.579	0.950	0.990	0.764

	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
I123	[-]	27.4	27.5	31.4	43.7			-3.74	10.4	0.738		0.672	0.629	0.921	0.988	0.768
post5.4	[-]	26.7	26.9	31.4	40.5			-4.27	10.1	0.754		0.667	0.650	0.918	0.992	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	[-]	86.4
I123	[-]	87.5	87.6	86.4	86.7			1.20	12.1	1.61		0.630	0.804	0.776	0.722	0.747
post5.4	[-]	92.1	92.2	86.4	88.5			5.85	13.7	1.31		0.620	0.785	0.827	0.639	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	[-]	68.6
I123	[-]	58.5	58.1	68.6	61.7			-10.7	16.0	1.09		0.494	0.690	0.887	0.963	0.745
post5.4	[-]	60.8	60.5	68.6	63.1			-8.35	15.0	1.12		0.565	0.678	0.878	0.953	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	[-]	31.5
I123	[-]	26.5	26.7	31.5	24.2	16.6		-4.61	14.9	1.05		0.333	0.655	0.875	0.739	0.651
post5.4	[-]	27.5	27.5	31.5	26.1	16.6		-3.80	15.2	1.14		0.347	0.636	0.858	0.717	0.639

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