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
CLM50	[-]	43.7	43.1	47.8	51.5	45.1		-4.04	13.2	1.95		0.577	0.656	0.698	0.949	0.707
CTSM51	[-]	40.1	39.6	47.8	51.6	45.1		-7.29	15.5	1.77		0.447	0.666	0.734	0.891	0.681
DeadVeg	[-]	39.8	39.3	48.0	46.4	45.5		-8.16	20.0	2.67		0.381	0.496	0.586	0.820	0.556

	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
CLM50	[-]	49.9	50.0	55.4	59.0	73.8		-5.48	16.7	0.958		0.514	0.471	0.901	0.978	0.667
CTSM51	[-]	52.5	52.6	55.4	60.9	73.8		-2.85	16.7	0.997		0.606	0.437	0.893	0.971	0.669
DeadVeg	[-]	51.1	51.3	55.5	60.3	73.6		-4.35	23.6	1.62		0.451	0.244	0.779	0.761	0.496

	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
CLM50	[-]	54.4	54.4	55.3	56.1	72.0		-0.420	16.2	0.835		0.571	0.502	0.905	0.776	0.651
CTSM51	[-]	56.0	55.9	55.3	57.5	72.0		1.13	15.7	0.795		0.565	0.525	0.911	0.791	0.663
DeadVeg	[-]	55.9	55.9	55.6	55.4	71.8		0.678	19.7	1.73		0.445	0.427	0.751	0.677	0.545

	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
CLM50	[-]	12.0	12.4	18.6	7.31	21.3		-6.57	14.3	0.528		0.573	0.530	0.952	0.651	0.647
CTSM51	[-]	11.0	11.3	18.6	7.11	21.3		-7.56	15.6	0.677		0.532	0.481	0.935	0.701	0.626
DeadVeg	[-]	8.88	9.11	18.8	5.80	21.5		-9.81	13.4	0.314		0.427	0.659	0.979	0.935	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	[-]	33.4
CLM50	[-]	27.4	26.6	31.8	29.7	53.8		-4.49	9.99	1.42		0.635	0.805	0.778	0.958	0.796
CTSM51	[-]	20.9	19.4	31.8	25.2	53.8		-11.0	13.4	1.38		0.481	0.810	0.787	0.952	0.768
DeadVeg	[-]	34.4	33.2	32.6	37.5	54.8		1.46	12.4	2.24		0.605	0.706	0.651	0.966	0.727

	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
CLM50	[-]	20.3	20.3	22.3	22.0	31.6		-1.84	11.6	0.544		0.604	0.596	0.953	0.661	0.682
CTSM51	[-]	20.6	20.6	22.3	21.3	31.6		-1.59	10.9	0.616		0.635	0.614	0.946	0.694	0.701
DeadVeg	[-]	18.5	18.5	22.2	17.4	31.7		-3.69	11.1	0.563		0.650	0.616	0.950	0.856	0.738

	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
CLM50	[-]	34.2	34.3	33.2	30.4	39.2		1.17	12.0	0.939		0.539	0.581	0.889	0.754	0.669
CTSM51	[-]	34.6	34.6	33.2	30.2	39.2		1.54	12.0	0.951		0.542	0.581	0.887	0.768	0.672
DeadVeg	[-]	33.2	33.3	33.2	27.8	39.3		0.120	11.4	0.925		0.578	0.595	0.898	0.952	0.724

	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
CLM50	[-]	36.2	35.9	43.2	37.1	46.3		-7.15	18.5	1.08		0.437	0.466	0.874	0.914	0.631
CTSM51	[-]	36.9	36.7	43.2	37.5	46.3		-6.52	17.3	0.998		0.484	0.493	0.887	0.939	0.659
DeadVeg	[-]	37.6	37.4	43.4	38.2	46.9		-6.07	16.3	0.891		0.539	0.494	0.911	0.908	0.669

	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
CLM50	[-]	3.13	3.71	14.4	-1.87	17.0		-10.7	15.5	0.716		0.376	0.614	0.937	0.217	0.552
CTSM51	[-]	2.93	3.50	14.4	-1.90	17.0		-10.9	17.3	1.02		0.370	0.508	0.894	0.203	0.496
DeadVeg	[-]	2.69	3.18	14.4	-1.23	17.0		-11.4	13.9	0.445		0.341	0.697	0.969	0.329	0.607

	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
CLM50	[-]	59.8	60.6	57.8	49.3	56.6		2.00	11.2	0.594		0.593	0.662	0.950	0.861	0.745
CTSM51	[-]	58.9	59.5	57.8	50.3	56.6		0.975	10.5	0.588		0.616	0.676	0.951	0.893	0.762
DeadVeg	[-]	65.1	65.7	58.2	56.0	57.0		6.73	13.2	0.567		0.466	0.662	0.954	0.894	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	[-]	23.9
CLM50	[-]	19.5	19.0	23.8	24.0	32.6		-3.67	11.1	0.835		0.537	0.611	0.913	0.890	0.713
CTSM51	[-]	20.3	19.9	23.8	24.0	32.6		-2.88	10.1	0.875		0.574	0.646	0.909	0.916	0.739
DeadVeg	[-]	26.9	27.1	23.8	25.4	32.6		3.41	12.5	0.684		0.506	0.536	0.924	0.968	0.694

	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
CLM50	[-]	28.5	36.1	38.9	-13.2	50.9		-2.67	13.5	0.955		0.527	0.603	0.888	0.910	0.706
CTSM51	[-]	28.1	35.7	38.9	-13.3	50.9		-3.11	13.5	0.958		0.522	0.608	0.890	0.908	0.707
DeadVeg	[-]	26.9	36.2	39.0	-23.7	51.2		-2.75	14.3	1.05		0.497	0.581	0.871	0.918	0.689

	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
CLM50	[-]	45.1	44.5	49.7	62.2	73.7		-4.44	13.2	1.23		0.395	0.708	0.853	0.692	0.671
CTSM51	[-]	44.9	44.3	49.7	62.1	73.7		-4.56	13.2	1.25		0.396	0.705	0.850	0.699	0.671
DeadVeg	[-]	42.3	42.0	49.8	52.7	73.8		-7.15	13.0	1.11		0.406	0.667	0.860	0.913	0.702

	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
CLM50	[-]	7.57	8.24	19.2	3.32	20.7		-11.3	16.7	0.531		0.357	0.533	0.953	0.473	0.570
CTSM51	[-]	7.77	8.43	19.2	3.72	20.7		-11.0	17.1	0.674		0.358	0.505	0.935	0.461	0.553
DeadVeg	[-]	7.66	8.52	19.1	2.18	20.7		-11.1	15.6	0.407		0.358	0.591	0.969	0.474	0.596

	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
CLM50	[-]	48.5	48.4	53.6	50.6	62.1		-4.47	16.1	0.775		0.466	0.601	0.914	0.937	0.704
CTSM51	[-]	46.5	46.3	53.6	49.3	62.1		-6.32	16.1	0.735		0.458	0.623	0.918	0.934	0.711
DeadVeg	[-]	48.8	48.2	53.6	52.3	62.3		-4.35	15.8	0.914		0.517	0.553	0.895	0.978	0.699

	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
CLM50	[-]	28.7	28.6	29.5	28.8	54.9		-0.720	9.99	0.944		0.685	0.622	0.877	0.975	0.756
CTSM51	[-]	27.7	27.6	29.5	28.3	54.9		-1.68	9.81	0.961		0.726	0.609	0.874	0.992	0.762
DeadVeg	[-]	32.7	33.0	29.6	28.8	55.3		3.53	10.5	0.892		0.607	0.645	0.893	0.936	0.745

	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
CLM50	[-]	23.5	23.5	26.4	22.2	32.4		-3.00	11.6	0.642		0.595	0.580	0.945	0.570	0.654
CTSM51	[-]	21.9	22.0	26.4	20.4	32.4		-4.53	12.2	0.772		0.619	0.540	0.930	0.754	0.676
DeadVeg	[-]	26.6	26.8	26.4	22.4	32.2		0.0756	11.5	0.634		0.644	0.572	0.948	0.575	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	[-]	41.6
CLM50	[-]	44.1	43.8	41.5	58.0	49.0		2.16	12.4	0.962		0.568	0.532	0.899	0.953	0.697
CTSM51	[-]	42.9	42.6	41.5	54.4	49.0		1.04	11.3	0.977		0.589	0.574	0.900	0.983	0.724
DeadVeg	[-]	39.3	39.3	41.6	48.1	49.2		-2.34	10.7	0.789		0.596	0.601	0.911	0.990	0.740

	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
CLM50	[-]	27.3	27.0	31.8	42.3	51.7		-4.52	10.2	1.32		0.662	0.769	0.819	0.784	0.761
CTSM51	[-]	22.2	21.8	31.8	41.2	51.7		-9.68	13.1	1.09		0.468	0.801	0.860	0.684	0.723
DeadVeg	[-]	25.2	24.8	32.2	41.9	51.9		-7.17	14.0	1.22		0.464	0.701	0.841	0.673	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	[-]	43.0
CLM50	[-]	42.1	42.4	42.7	39.8	40.1		-0.197	12.5	1.24		0.621	0.638	0.852	0.845	0.719
CTSM51	[-]	42.9	43.1	42.7	41.5	40.1		0.498	11.6	1.11		0.636	0.672	0.874	0.869	0.744
DeadVeg	[-]	44.1	44.1	43.0	41.5	40.0		1.26	14.1	1.65		0.556	0.592	0.783	0.918	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	[-]	51.7
CLM50	[-]	62.0	61.3	51.5	67.2	56.5		8.21	22.4	0.714		0.246	0.465	0.929	0.563	0.534
CTSM51	[-]	60.0	59.2	51.5	66.1	56.5		6.12	21.2	0.770		0.258	0.531	0.924	0.555	0.560
DeadVeg	[-]	56.7	55.8	51.6	67.6	56.7		4.38	16.5	0.760		0.329	0.563	0.937	0.881	0.655

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