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	[-]	47.8
default	[-]	40.6	43.3	47.8	87.6			-10.2	19.2	2.47		0.310	0.574	0.605	0.920	0.597
handtune0011	[-]	43.3	46.4	47.8	87.3			-5.94	16.1	2.48		0.483	0.564	0.602	0.980	0.639

	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	[-]	55.4
default	[-]	49.1	48.4	55.4	46.9	68.8		-4.85	19.9	2.05		0.522	0.353	0.686	0.982	0.579
handtune0011	[-]	48.8	48.3	55.4	47.7	68.8		-5.27	20.5	2.05		0.498	0.350	0.685	0.984	0.574

	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	[-]	55.4
default	[-]	55.5	52.8	55.4	74.2	70.1		2.14	17.4	1.14		0.516	0.498	0.855	0.755	0.624
handtune0011	[-]	55.2	52.4	55.4	74.4	70.1		2.40	17.3	1.10		0.499	0.512	0.859	0.753	0.627

	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	[-]	18.7
default	[-]	10.0	10.7	18.7	6.70	26.8		-7.20	15.7	0.631		0.515	0.491	0.951	0.682	0.626
handtune0011	[-]	10.1	10.8	18.7	6.52	26.8		-7.04	16.2	0.635		0.522	0.466	0.950	0.691	0.619

	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	[-]	32.7
default	[-]	20.6	13.7	32.3	36.9	54.4		-7.98	16.1	3.81		0.575	0.565	0.362	0.958	0.605
handtune0011	[-]	32.1	25.7	32.3	45.6	54.4		1.42	14.0	3.81		0.635	0.570	0.362	0.939	0.615

	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	[-]	22.3
default	[-]	21.6	20.9	22.3	25.5	27.2		-2.12	11.3	0.619		0.624	0.608	0.946	0.726	0.702
handtune0011	[-]	21.6	20.9	22.3	25.7	27.2		-2.20	11.5	0.493		0.618	0.602	0.961	0.732	0.703

	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
default	[-]	34.2	35.1	33.2	28.0	40.3		0.828	12.1	1.08		0.539	0.579	0.872	0.843	0.683
handtune0011	[-]	34.8	35.6	33.2	30.8	40.3		1.28	11.8	0.994		0.516	0.597	0.889	0.840	0.688

	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	[-]	43.2
default	[-]	31.7	32.3	43.2	31.2	43.7		-7.98	20.8	1.59		0.383	0.469	0.767	0.871	0.592
handtune0011	[-]	36.6	36.9	43.2	39.1	43.7		-3.84	18.4	1.66		0.527	0.476	0.759	0.943	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
default	[-]	4.72	5.01	14.4	2.93	16.7		-9.66	16.3	0.888		0.398	0.530	0.919	0.209	0.517
handtune0011	[-]	4.24	4.58	14.4	3.13	16.7		-9.86	17.0	0.877		0.409	0.497	0.913	0.206	0.504

	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	[-]	57.8
default	[-]	57.3	58.7	57.8	49.5	46.2		1.78	13.6	1.06		0.595	0.613	0.875	0.977	0.734
handtune0011	[-]	57.2	58.6	57.8	49.2	46.2		1.75	13.7	1.00		0.590	0.615	0.882	0.968	0.734

	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
default	[-]	22.6	22.5	23.9	24.5	34.0		-2.68	13.1	1.05		0.527	0.556	0.889	0.874	0.680
handtune0011	[-]	22.3	22.1	23.9	24.7	34.0		-2.86	13.1	1.06		0.524	0.555	0.886	0.884	0.681

	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	[-]	39.0
default	[-]	33.9	34.9	39.0	23.1	46.5		-3.45	15.8	1.36		0.490	0.555	0.817	0.918	0.667
handtune0011	[-]	35.0	35.9	39.0	24.7	46.5		-2.33	15.4	1.34		0.512	0.553	0.819	0.922	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	[-]	49.8
default	[-]	44.3	43.3	49.8	63.1	83.8		-7.25	15.4	1.48		0.309	0.668	0.804	0.739	0.638
handtune0011	[-]	44.6	43.5	49.8	65.1	83.8		-7.13	15.4	1.48		0.306	0.672	0.803	0.738	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	[-]	19.2
default	[-]	9.03	10.0	19.2	3.45	25.4		-10.8	17.0	0.672		0.376	0.506	0.938	0.452	0.556
handtune0011	[-]	8.71	9.69	19.2	3.56	25.4		-11.1	17.9	0.656		0.357	0.464	0.940	0.460	0.537

	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	[-]	53.8
default	[-]	43.6	43.1	53.8	42.4	46.9		-2.74	29.7	3.16		0.572	0.280	0.474	0.933	0.508
handtune0011	[-]	47.5	46.6	53.8	46.6	46.9		-0.511	29.1	3.15		0.600	0.280	0.475	0.970	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	[-]	29.6
default	[-]	24.6	24.9	29.6	25.8	44.9		-3.64	11.5	1.30		0.671	0.576	0.820	0.981	0.725
handtune0011	[-]	24.7	25.2	29.6	25.0	44.9		-4.51	12.2	1.29		0.616	0.565	0.819	0.970	0.707

	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	[-]	26.4
default	[-]	22.6	23.5	26.4	19.9	38.8		-3.88	13.0	0.907		0.629	0.521	0.914	0.630	0.643
handtune0011	[-]	23.5	24.3	26.4	20.7	38.8		-3.73	13.0	0.805		0.640	0.515	0.923	0.623	0.643

	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	[-]	41.5
default	[-]	37.2	37.3	41.5	31.8	65.7		1.44	20.5	1.92		0.551	0.419	0.709	0.944	0.608
handtune0011	[-]	37.0	37.1	41.5	35.5	65.7		1.56	20.7	2.09		0.534	0.414	0.685	0.931	0.595

	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	[-]	31.8
default	[-]	22.5	21.9	31.8	30.1	39.0		-6.39	13.1	1.43		0.530	0.723	0.786	0.661	0.685
handtune0011	[-]	29.8	29.5	31.8	34.3	39.0		1.14	9.74	1.43		0.766	0.708	0.786	0.813	0.756

	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	[-]	42.7
default	[-]	42.5	41.8	42.7	52.3			0.382	15.3	1.29		0.549	0.592	0.834	0.812	0.676
handtune0011	[-]	42.7	42.0	42.7	52.8			0.962	15.2	1.29		0.570	0.590	0.834	0.821	0.681

	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	[-]	51.6
default	[-]	58.0	57.4	51.7	52.0	35.1		2.23	29.3	1.94		0.202	0.367	0.706	0.595	0.447
handtune0011	[-]	58.3	57.6	51.7	52.7	35.1		3.11	28.6	1.99		0.212	0.361	0.702	0.626	0.452

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