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
CLM50	[-]	72.0	72.7	66.1	60.7	66.3		5.87	16.2	2.02		0.575	0.635	0.698	0.977	0.704
CTSM51	[-]	71.4	72.0	66.1	58.8	66.3		4.98	15.8	1.97		0.578	0.650	0.702	0.979	0.712
DeadVeg	[-]	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

	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
CLM50	[-]	47.3	46.6	47.4	48.4	48.4		0.163	20.1	1.46		0.628	0.375	0.774	0.974	0.625
CTSM51	[-]	45.9	45.2	47.4	47.1	48.4		-1.28	21.9	1.44		0.594	0.329	0.777	0.961	0.598
DeadVeg	[-]	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

	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
CLM50	[-]	51.9	51.2	52.5	62.8	47.3		-1.20	19.6	1.27		0.583	0.470	0.821	0.885	0.646
CTSM51	[-]	48.7	48.1	52.5	59.6	47.3		-4.34	19.9	1.20		0.528	0.474	0.832	0.917	0.645
DeadVeg	[-]	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

	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
CLM50	[-]	15.2	15.5	16.2	12.3	17.0		-0.853	11.6	0.267		0.462	0.313	0.981	0.943	0.602
CTSM51	[-]	14.2	14.5	16.2	11.6	17.0		-1.81	12.2	0.278		0.436	0.288	0.981	0.941	0.587
DeadVeg	[-]	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

	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
CLM50	[-]	101.	98.9	87.8	105.	71.7		12.8	16.7	2.67		0.532	0.818	0.562	0.977	0.741
CTSM51	[-]	101.	99.6	87.8	104.	71.7		13.0	17.3	2.71		0.512	0.824	0.554	0.990	0.741
DeadVeg	[-]	105.	106.	87.5	104.	71.1		17.9	24.4	2.85		0.393	0.731	0.526	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
CLM50	[-]	25.8	25.8	28.5	25.5	29.5		-2.61	10.2	0.406		0.632	0.487	0.973	0.989	0.714
CTSM51	[-]	25.8	25.7	28.5	24.3	29.5		-2.63	9.75	0.410		0.652	0.509	0.973	0.989	0.726
DeadVeg	[-]	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

	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
CLM50	[-]	27.8	26.9	30.9	51.5	52.1		-3.46	11.8	0.709		0.585	0.609	0.928	0.978	0.742
CTSM51	[-]	27.3	26.4	30.9	49.8	52.1		-4.01	12.2	0.713		0.567	0.600	0.929	0.970	0.733
DeadVeg	[-]	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

	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
CLM50	[-]	59.7	57.8	56.6	85.3	76.5		2.69	20.4	1.83		0.628	0.449	0.723	0.986	0.647
CTSM51	[-]	57.2	55.3	56.6	81.6	76.5		0.322	18.6	1.72		0.649	0.490	0.741	0.992	0.672
DeadVeg	[-]	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

	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
CLM50	[-]	16.3	16.8	16.2	12.0	11.7		0.419	12.2	0.124		0.691	0.241	0.992	0.917	0.616
CTSM51	[-]	14.9	15.4	16.2	10.7	11.7		-1.01	11.9	0.0836		0.662	0.255	0.994	0.898	0.613
DeadVeg	[-]	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

	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
CLM50	[-]	34.8	32.7	29.9	64.3	48.9		3.80	11.0	0.822		0.661	0.683	0.915	0.941	0.776
CTSM51	[-]	34.2	32.4	29.9	60.0	48.9		3.34	11.1	0.831		0.652	0.676	0.914	0.972	0.778
DeadVeg	[-]	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

	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
CLM50	[-]	34.7	34.8	39.3	34.8	38.8		-4.36	11.5	0.260		0.617	0.610	0.983	0.992	0.762
CTSM51	[-]	33.7	33.7	39.3	33.8	38.8		-5.44	11.8	0.316		0.556	0.625	0.979	0.992	0.755
DeadVeg	[-]	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

	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
CLM50	[-]	34.8	38.7	39.8	13.1	46.1		-0.496	13.1	1.06		0.623	0.578	0.857	0.979	0.723
CTSM51	[-]	33.9	37.7	39.8	12.6	46.1		-1.52	13.1	1.04		0.609	0.586	0.862	0.982	0.725
DeadVeg	[-]	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

	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
CLM50	[-]	9.05	8.79	10.3	20.8	14.9		-1.24	7.66	2.11		0.742	0.744	0.671	0.947	0.769
CTSM51	[-]	9.11	8.84	10.3	20.9	14.9		-1.18	7.71	2.13		0.740	0.743	0.668	0.943	0.767
DeadVeg	[-]	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

	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
CLM50	[-]	15.5	16.4	17.5	10.2	14.0		-1.68	10.9	0.266		0.598	0.365	0.982	0.909	0.644
CTSM51	[-]	14.8	15.5	17.5	9.84	14.0		-2.46	10.7	0.233		0.600	0.379	0.984	0.942	0.657
DeadVeg	[-]	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

	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
CLM50	[-]	58.6	57.1	56.7	68.4	64.0		2.76	16.2	1.11		0.540	0.633	0.856	0.922	0.717
CTSM51	[-]	57.5	56.1	56.7	66.5	64.0		1.46	15.7	1.06		0.550	0.641	0.864	0.936	0.726
DeadVeg	[-]	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

	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
CLM50	[-]	52.9	53.0	59.6	55.8	59.9		-6.16	12.4	0.363		0.541	0.612	0.973	0.978	0.743
CTSM51	[-]	50.8	50.8	59.6	54.0	59.9		-8.41	13.1	0.365		0.425	0.641	0.972	0.977	0.731
DeadVeg	[-]	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

	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
CLM50	[-]	30.7	30.7	32.3	33.8	29.3		-1.57	10.3	0.166		0.717	0.543	0.988	0.978	0.754
CTSM51	[-]	29.6	29.5	32.3	33.0	29.3		-2.80	9.57	0.155		0.702	0.592	0.989	0.986	0.772
DeadVeg	[-]	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

	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
CLM50	[-]	25.6	26.0	31.3	34.9	36.9		-5.14	11.7	0.668		0.610	0.615	0.933	0.985	0.751
CTSM51	[-]	26.0	26.4	31.3	36.7	36.9		-4.73	11.3	0.711		0.626	0.625	0.929	0.980	0.757
DeadVeg	[-]	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

	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
CLM50	[-]	93.9	93.9	86.7	90.8	73.9		7.54	12.5	1.52		0.626	0.789	0.787	0.880	0.774
CTSM51	[-]	92.3	92.5	86.7	87.8	73.9		6.07	11.7	1.25		0.642	0.809	0.840	0.805	0.781
DeadVeg	[-]	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

	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
CLM50	[-]	65.3	64.9	68.7	73.8	67.2		-3.82	16.3	0.872		0.656	0.588	0.915	0.902	0.730
CTSM51	[-]	62.8	62.4	68.7	70.6	67.2		-6.33	15.9	0.841		0.621	0.621	0.920	0.935	0.744
DeadVeg	[-]	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

	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
CLM50	[-]	27.6	27.8	31.5	20.9	24.5		-3.57	15.2	1.02		0.433	0.584	0.871	0.762	0.647
CTSM51	[-]	27.2	27.5	31.5	20.0	24.5		-3.92	15.1	1.04		0.421	0.601	0.872	0.767	0.652
DeadVeg	[-]	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

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