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
Control	[-]	33.8	32.9	48.0	47.8	45.5		-14.5	21.7	2.94		0.220	0.498	0.505	0.915	0.527
Randomized	[-]	32.0	31.1	48.0	47.4	45.5		-16.1	23.0	2.45		0.183	0.503	0.611	0.895	0.539

	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
Control	[-]	33.9	33.8	55.5	53.5	73.6		-21.7	31.5	1.40		0.0931	0.265	0.818	0.709	0.430
Randomized	[-]	32.5	32.3	55.5	52.2	73.6		-23.2	31.5	1.37		0.0809	0.310	0.823	0.732	0.451

	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
Control	[-]	43.2	43.0	55.6	49.4	71.8		-11.7	21.7	1.81		0.355	0.411	0.721	0.833	0.546
Randomized	[-]	43.4	43.2	55.6	49.6	71.8		-11.5	21.8	1.70		0.366	0.398	0.749	0.826	0.548

	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
Control	[-]	-7.82	-7.59	18.8	-10.9	21.5		-26.6	29.1	1.11		0.000746	0.533	0.884	0.0679	0.404
Randomized	[-]	-7.41	-7.18	18.8	-10.4	21.5		-26.2	28.6	1.02		0.00127	0.542	0.898	0.0762	0.412

	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
Control	[-]	27.6	25.9	32.6	32.0	54.8		-4.35	13.2	1.59		0.529	0.787	0.758	0.832	0.739
Randomized	[-]	28.7	26.8	32.6	33.5	54.8		-3.31	13.0	2.17		0.543	0.764	0.659	0.815	0.709

	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
Control	[-]	-1.05	-1.11	22.2	3.58	31.7		-23.2	26.6	1.38		0.0134	0.459	0.852	0.400	0.437
Randomized	[-]	-1.32	-1.39	22.2	4.48	31.7		-23.5	26.9	1.38		0.0106	0.455	0.854	0.397	0.434

	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
Control	[-]	17.5	17.3	33.2	19.1	39.3		-15.8	20.2	1.16		0.185	0.510	0.850	0.746	0.560
Randomized	[-]	16.5	16.2	33.2	18.7	39.3		-16.9	21.5	1.18		0.163	0.481	0.850	0.698	0.535

	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
Control	[-]	22.9	22.3	43.4	30.8	46.9		-20.4	28.7	1.99		0.128	0.296	0.700	0.866	0.457
Randomized	[-]	22.3	21.5	43.4	31.3	46.9		-21.0	29.5	2.10		0.114	0.286	0.682	0.870	0.448

	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
Control	[-]	-12.1	-11.8	14.4	-15.3	17.0		-26.3	29.2	1.29		0.000130	0.497	0.876	0.0264	0.380
Randomized	[-]	-12.0	-11.7	14.4	-15.1	17.0		-26.2	29.2	1.37		5.25e-05	0.488	0.864	0.0261	0.373

	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
Control	[-]	42.7	43.3	58.2	34.4	57.0		-15.6	18.8	0.649		0.204	0.624	0.937	0.807	0.639
Randomized	[-]	41.0	41.5	58.2	33.8	57.0		-17.3	20.2	0.641		0.151	0.612	0.940	0.815	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	[-]	23.9
Control	[-]	6.10	5.91	23.8	7.89	32.6		-17.1	21.8	0.983		0.0946	0.464	0.890	0.772	0.537
Randomized	[-]	5.36	5.07	23.8	7.93	32.6		-17.9	22.0	0.998		0.0756	0.485	0.896	0.760	0.540

	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
Control	[-]	17.9	21.6	39.0	-1.97	51.2		-17.1	22.8	1.44		0.191	0.509	0.805	0.828	0.568
Randomized	[-]	17.3	20.8	39.0	-1.91	51.2		-17.9	23.5	1.51		0.168	0.501	0.796	0.830	0.559

	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
Control	[-]	32.3	31.5	49.8	55.7	73.8		-17.3	20.8	0.906		0.182	0.696	0.905	0.625	0.621
Randomized	[-]	31.8	31.1	49.8	54.4	73.8		-17.7	21.1	0.924		0.179	0.688	0.906	0.637	0.620

	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
Control	[-]	-9.22	-8.87	19.1	-11.2	20.7		-28.2	30.9	1.06		0.00311	0.494	0.899	0.0687	0.392
Randomized	[-]	-9.30	-8.97	19.1	-11.2	20.7		-28.3	31.2	1.11		0.00262	0.480	0.895	0.0674	0.385

	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
Control	[-]	34.8	33.2	53.6	43.6	62.3		-18.0	23.7	1.31		0.212	0.567	0.813	0.980	0.628
Randomized	[-]	34.2	32.6	53.6	43.5	62.3		-18.6	24.3	1.17		0.204	0.565	0.845	0.976	0.631

	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
Control	[-]	12.8	12.6	29.6	15.3	55.3		-16.4	20.7	1.20		0.142	0.478	0.849	0.795	0.549
Randomized	[-]	11.5	11.4	29.6	14.3	55.3		-17.7	21.2	1.03		0.0878	0.516	0.881	0.877	0.576

	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
Control	[-]	1.72	1.61	26.4	3.21	32.2		-24.9	27.5	1.22		0.00728	0.499	0.873	0.485	0.472
Randomized	[-]	1.88	1.76	26.4	3.68	32.2		-24.7	27.6	1.31		0.00771	0.476	0.854	0.491	0.461

	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
Control	[-]	22.0	21.8	41.6	40.6	49.2		-19.7	22.0	0.767		0.0749	0.574	0.917	0.853	0.598
Randomized	[-]	21.2	21.0	41.6	39.8	49.2		-20.6	22.9	0.898		0.0578	0.549	0.901	0.884	0.588

	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
Control	[-]	25.1	24.8	32.2	34.1	51.9		-7.17	15.8	3.15		0.535	0.606	0.484	0.733	0.593
Randomized	[-]	23.3	23.1	32.2	34.1	51.9		-8.94	18.1	3.93		0.452	0.557	0.337	0.683	0.517

	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
Control	[-]	33.4	33.5	43.0	35.7	40.0		-9.18	18.8	2.42		0.439	0.452	0.616	0.947	0.581
Randomized	[-]	31.2	31.3	43.0	34.8	40.0		-11.3	20.1	2.74		0.344	0.458	0.556	0.905	0.544

	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
Control	[-]	45.4	45.0	51.6	47.8	56.7		-7.52	24.5	0.678		0.269	0.321	0.932	0.604	0.490
Randomized	[-]	44.0	43.5	51.6	47.0	56.7		-8.89	25.2	0.848		0.213	0.314	0.917	0.609	0.474

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