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
DeadVeg_1901-1920	[-]	72.8	73.6	65.9	58.2	66.3		6.65	16.8	2.47		0.538	0.619	0.597	0.972	0.669
DeadVeg_1940-1949	[-]	72.7	73.5	65.9	58.2	66.3		6.59	16.7	2.48		0.538	0.625	0.595	0.972	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	[-]	47.3
DeadVeg_1901-1920	[-]	47.1	46.4	47.3	48.4	48.6		0.0990	20.2	1.31		0.567	0.392	0.797	0.980	0.625
DeadVeg_1940-1949	[-]	47.1	46.4	47.3	48.4	48.6		0.0894	20.3	1.32		0.566	0.389	0.795	0.981	0.624

	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
DeadVeg_1901-1920	[-]	47.5	46.8	52.2	59.7	47.2		-5.24	18.7	1.19		0.489	0.536	0.841	0.896	0.660
DeadVeg_1940-1949	[-]	47.5	46.8	52.2	59.7	47.2		-5.24	18.8	1.18		0.483	0.535	0.842	0.894	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	[-]	16.2
DeadVeg_1901-1920	[-]	16.6	16.8	16.2	15.1	16.9		0.474	8.60	0.486		0.530	0.494	0.967	0.963	0.690
DeadVeg_1940-1949	[-]	16.7	16.9	16.2	15.3	16.9		0.571	8.49	0.473		0.546	0.497	0.968	0.951	0.692

	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
DeadVeg_1901-1920	[-]	105.	106.	87.5	104.	71.1		17.9	24.4	2.85		0.393	0.731	0.526	0.907	0.657
DeadVeg_1940-1949	[-]	105.	106.	87.5	104.	71.1		17.9	24.4	2.86		0.393	0.731	0.525	0.907	0.657

	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
DeadVeg_1901-1920	[-]	25.0	25.0	28.6	24.2	29.6		-3.59	9.00	0.610		0.610	0.576	0.959	0.915	0.727
DeadVeg_1940-1949	[-]	25.1	25.0	28.6	24.3	29.6		-3.54	8.95	0.610		0.614	0.577	0.959	0.913	0.728

	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
DeadVeg_1901-1920	[-]	28.4	27.5	30.9	51.0	52.1		-2.96	11.8	0.880		0.601	0.589	0.907	0.974	0.732
DeadVeg_1940-1949	[-]	28.4	27.5	30.9	50.9	52.1		-2.95	11.8	0.875		0.601	0.589	0.908	0.974	0.732

	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
DeadVeg_1901-1920	[-]	57.7	56.3	56.6	78.2	76.5		1.00	18.7	1.67		0.645	0.487	0.755	0.992	0.673
DeadVeg_1940-1949	[-]	57.6	56.2	56.6	78.3	76.5		0.918	18.8	1.67		0.641	0.487	0.753	0.992	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	[-]	16.2
DeadVeg_1901-1920	[-]	16.2	16.5	16.2	13.1	11.9		0.0694	6.98	0.309		0.714	0.566	0.980	0.980	0.761
DeadVeg_1940-1949	[-]	16.3	16.7	16.2	13.4	11.9		0.198	6.91	0.304		0.720	0.570	0.980	0.984	0.765

	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
DeadVeg_1901-1920	[-]	34.2	32.5	29.4	58.3	48.5		3.86	11.5	0.977		0.660	0.655	0.890	0.950	0.762
DeadVeg_1940-1949	[-]	34.2	32.5	29.4	58.3	48.5		3.91	11.4	0.974		0.662	0.655	0.891	0.949	0.763

	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
DeadVeg_1901-1920	[-]	34.5	34.7	39.3	33.4	38.8		-4.50	11.5	0.395		0.605	0.614	0.973	0.980	0.757
DeadVeg_1940-1949	[-]	34.6	34.7	39.3	33.4	38.8		-4.49	11.4	0.389		0.604	0.616	0.974	0.979	0.758

	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
DeadVeg_1901-1920	[-]	32.8	38.1	39.7	3.68	45.9		-1.10	12.9	1.14		0.601	0.609	0.851	0.981	0.730
DeadVeg_1940-1949	[-]	32.8	38.1	39.7	3.69	45.9		-1.08	12.9	1.14		0.602	0.610	0.851	0.981	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	[-]	10.2
DeadVeg_1901-1920	[-]	9.98	9.68	10.2	22.6	14.9		-0.274	8.02	1.99		0.737	0.728	0.695	0.941	0.766
DeadVeg_1940-1949	[-]	9.96	9.67	10.2	22.6	14.9		-0.283	8.01	2.00		0.737	0.729	0.694	0.941	0.766

	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
DeadVeg_1901-1920	[-]	17.3	18.0	17.6	13.2	14.1		0.210	7.72	0.316		0.645	0.551	0.978	0.910	0.727
DeadVeg_1940-1949	[-]	17.4	18.1	17.6	13.2	14.1		0.266	7.72	0.321		0.640	0.552	0.978	0.908	0.726

	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
DeadVeg_1901-1920	[-]	56.0	54.9	57.0	63.5	64.0		-0.595	15.9	1.18		0.543	0.637	0.856	0.934	0.722
DeadVeg_1940-1949	[-]	56.0	54.9	57.0	63.5	64.0		-0.625	15.9	1.19		0.544	0.636	0.855	0.934	0.721

	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
DeadVeg_1901-1920	[-]	48.5	48.3	59.7	52.1	59.4		-11.1	14.8	0.454		0.325	0.626	0.970	0.962	0.701
DeadVeg_1940-1949	[-]	48.6	48.4	59.7	52.2	59.4		-11.0	14.7	0.446		0.329	0.628	0.970	0.960	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	[-]	32.3
DeadVeg_1901-1920	[-]	30.2	29.9	32.3	36.8	29.5		-2.22	8.97	0.438		0.715	0.620	0.971	0.916	0.768
DeadVeg_1940-1949	[-]	30.3	30.0	32.3	36.8	29.5		-2.13	8.95	0.441		0.719	0.620	0.970	0.914	0.768

	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
DeadVeg_1901-1920	[-]	26.2	26.5	31.4	36.4	36.9		-4.76	10.9	0.810		0.638	0.633	0.910	0.991	0.761
DeadVeg_1940-1949	[-]	26.3	26.5	31.4	36.4	36.9		-4.66	10.9	0.806		0.641	0.632	0.910	0.991	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	[-]	86.4
DeadVeg_1901-1920	[-]	91.5	91.8	86.4	83.9	73.9		5.47	14.3	1.48		0.609	0.767	0.798	0.604	0.709
DeadVeg_1940-1949	[-]	91.5	91.8	86.4	83.9	73.9		5.46	14.3	1.48		0.609	0.767	0.798	0.603	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	[-]	68.6
DeadVeg_1901-1920	[-]	61.1	60.7	68.6	65.3	67.2		-8.03	16.1	0.987		0.570	0.641	0.897	0.921	0.734
DeadVeg_1940-1949	[-]	61.1	60.7	68.6	65.4	67.2		-8.05	16.1	0.984		0.569	0.641	0.898	0.922	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	[-]	31.5
DeadVeg_1901-1920	[-]	26.5	26.5	31.6	23.4	24.5		-4.16	16.9	1.12		0.305	0.604	0.864	0.658	0.607
DeadVeg_1940-1949	[-]	26.5	26.5	31.6	23.4	24.5		-4.19	17.0	1.15		0.303	0.603	0.857	0.658	0.605

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