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
Control	[-]	76.4	77.0	65.9	65.5	66.3		10.4	20.7	2.87		0.375	0.623	0.533	0.939	0.619
Randomized	[-]	71.9	72.5	65.9	63.2	66.3		5.75	18.8	2.31		0.474	0.617	0.638	0.947	0.658

	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
Control	[-]	40.8	39.9	47.3	41.5	48.6		-6.27	22.3	1.40		0.512	0.362	0.793	0.976	0.601
Randomized	[-]	39.6	38.8	47.3	41.3	48.6		-7.38	21.8	1.38		0.528	0.379	0.795	0.985	0.613

	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
Control	[-]	47.8	46.7	52.2	63.7	47.2		-5.17	20.5	1.12		0.454	0.501	0.858	0.841	0.631
Randomized	[-]	44.3	43.2	52.2	61.3	47.2		-8.72	22.3	1.29		0.397	0.460	0.832	0.852	0.600

	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
Control	[-]	8.82	9.30	16.2	2.52	16.9		-7.35	16.1	0.187		0.288	0.166	0.985	0.742	0.469
Randomized	[-]	10.1	10.6	16.2	3.09	16.9		-6.10	15.9	0.211		0.324	0.157	0.981	0.725	0.469

	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
Control	[-]	88.6	84.9	87.5	100.	71.1		1.21	19.6	2.33		0.469	0.798	0.631	0.496	0.638
Randomized	[-]	89.3	86.1	87.5	99.6	71.1		1.89	19.0	2.45		0.469	0.804	0.607	0.518	0.640

	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
Control	[-]	18.5	18.4	28.6	18.5	29.6		-10.2	15.2	0.311		0.252	0.436	0.979	0.931	0.607
Randomized	[-]	18.2	18.1	28.6	18.4	29.6		-10.4	15.7	0.263		0.240	0.411	0.982	0.941	0.597

	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
Control	[-]	27.5	26.5	30.9	49.5	52.1		-4.02	14.3	0.809		0.558	0.503	0.916	0.938	0.684
Randomized	[-]	28.3	27.4	30.9	49.4	52.1		-3.19	15.4	0.781		0.558	0.453	0.920	0.933	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	[-]	56.7
Control	[-]	58.5	56.3	56.6	90.6	76.5		1.88	19.1	1.38		0.614	0.496	0.798	0.951	0.671
Randomized	[-]	58.9	56.9	56.6	89.2	76.5		2.34	18.9	1.41		0.616	0.500	0.801	0.953	0.674

	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
Control	[-]	4.00	4.50	16.2	-1.15	11.9		-11.8	18.3	0.319		0.124	0.149	0.961	0.770	0.431
Randomized	[-]	4.06	4.53	16.2	-0.882	11.9		-11.8	18.4	0.396		0.118	0.141	0.953	0.794	0.429

	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
Control	[-]	32.5	30.7	29.4	58.3	48.5		2.17	10.4	0.827		0.673	0.712	0.919	0.969	0.797
Randomized	[-]	32.5	30.6	29.4	58.4	48.5		2.19	11.8	1.10		0.675	0.642	0.882	0.978	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	[-]	39.3
Control	[-]	28.6	28.2	39.3	31.9	38.8		-10.4	16.6	0.387		0.344	0.530	0.973	0.924	0.660
Randomized	[-]	28.0	27.7	39.3	31.0	38.8		-11.0	17.0	0.389		0.313	0.514	0.973	0.939	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	[-]	39.7
Control	[-]	31.7	35.0	39.7	13.7	45.9		-4.06	15.5	1.06		0.488	0.548	0.861	0.955	0.680
Randomized	[-]	31.4	34.7	39.7	13.5	45.9		-4.43	15.8	1.10		0.494	0.525	0.853	0.963	0.672

	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
Control	[-]	8.13	7.83	10.2	20.7	14.9		-2.04	7.08	1.81		0.758	0.770	0.729	0.951	0.796
Randomized	[-]	8.44	8.15	10.2	21.1	14.9		-1.72	7.38	1.76		0.753	0.757	0.739	0.951	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	[-]	17.6
Control	[-]	7.55	8.33	17.6	3.29	14.1		-9.64	15.0	0.416		0.221	0.322	0.964	0.855	0.537
Randomized	[-]	7.74	8.52	17.6	3.42	14.1		-9.46	15.3	0.512		0.226	0.288	0.950	0.850	0.521

	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
Control	[-]	55.2	53.4	57.0	65.5	64.0		-1.30	16.4	1.11		0.549	0.621	0.857	0.975	0.725
Randomized	[-]	54.5	52.7	57.0	65.2	64.0		-1.94	17.3	1.14		0.532	0.599	0.853	0.969	0.711

	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
Control	[-]	44.3	44.1	59.7	49.3	59.4		-14.8	20.0	0.301		0.174	0.508	0.978	0.976	0.629
Randomized	[-]	46.3	46.0	59.7	51.3	59.4		-12.9	19.0	0.331		0.218	0.488	0.975	0.960	0.626

	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
Control	[-]	21.1	20.9	32.3	24.8	29.5		-11.4	16.6	0.171		0.332	0.490	0.986	0.892	0.638
Randomized	[-]	21.9	21.6	32.3	25.8	29.5		-10.7	16.0	0.149		0.359	0.498	0.988	0.898	0.648

	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
Control	[-]	26.4	26.8	31.4	26.6	36.9		-4.36	14.1	0.760		0.564	0.537	0.926	0.970	0.707
Randomized	[-]	26.3	26.7	31.4	28.0	36.9		-4.42	14.6	0.794		0.554	0.517	0.921	0.974	0.696

	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
Control	[-]	91.5	91.3	86.4	99.2	73.9		5.33	16.0	1.64		0.564	0.751	0.764	0.399	0.646
Randomized	[-]	89.7	89.5	86.4	96.8	73.9		3.50	15.5	2.31		0.622	0.724	0.639	0.433	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	[-]	68.6
Control	[-]	63.1	62.7	68.6	72.1	67.2		-5.93	18.6	1.01		0.479	0.592	0.892	0.760	0.663
Randomized	[-]	61.2	60.9	68.6	70.6	67.2		-7.79	18.6	0.940		0.511	0.591	0.902	0.820	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	[-]	31.5
Control	[-]	24.0	24.1	31.6	18.2	24.5		-7.55	15.6	1.22		0.426	0.594	0.841	0.851	0.661
Randomized	[-]	25.5	25.6	31.6	18.9	24.5		-6.24	16.1	1.25		0.450	0.561	0.839	0.842	0.650

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:

2020-11-02: downloaded https://avdc.gsfc.nasa.gov/pub/data/project/WECANN/WECANN_v1.0.nc

2020-11-02: 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