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	[-]	66.1
default	[-]	65.8	61.3	66.1	35.9			6.61	19.0	2.45		0.514	0.591	0.612	0.937	0.649
handtune0011	[-]	63.5	58.5	66.1	36.1			2.27	16.1	2.19		0.660	0.594	0.664	0.973	0.697

	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	[-]	47.4
default	[-]	55.8	57.3	47.4	52.7	48.0		3.18	28.0	2.13		0.506	0.275	0.675	0.953	0.537
handtune0011	[-]	56.9	58.3	47.4	51.9	48.0		4.61	28.8	2.30		0.508	0.277	0.642	0.958	0.532

	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	[-]	52.5
default	[-]	50.0	52.4	52.5	40.2	41.9		-4.08	21.4	1.48		0.509	0.446	0.780	0.844	0.605
handtune0011	[-]	50.8	53.2	52.5	39.9	41.9		-3.52	20.8	1.45		0.522	0.462	0.786	0.851	0.616

	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	[-]	16.3
default	[-]	13.7	14.7	16.3	8.52	20.7		-1.26	12.3	0.391		0.417	0.280	0.974	0.958	0.582
handtune0011	[-]	13.0	14.0	16.3	7.84	20.7		-2.10	12.1	0.368		0.425	0.300	0.975	0.959	0.592

	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	[-]	87.2
default	[-]	107.	105.	87.5	108.	68.0		20.6	23.6	3.08		0.303	0.738	0.487	0.981	0.649
handtune0011	[-]	95.2	93.0	87.5	99.2	68.0		11.1	16.0	3.09		0.556	0.759	0.486	0.929	0.698

	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	[-]	28.5
default	[-]	25.4	25.6	28.5	24.7	31.4		-3.64	10.3	0.368		0.598	0.496	0.976	0.977	0.709
handtune0011	[-]	25.1	25.2	28.5	24.8	31.4		-3.80	10.5	0.327		0.585	0.497	0.978	0.990	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	[-]	30.9
default	[-]	28.4	27.6	30.9	53.4	52.6		-3.34	12.4	0.773		0.579	0.581	0.916	0.980	0.727
handtune0011	[-]	27.1	26.4	30.9	49.6	52.6		-4.36	12.8	0.750		0.549	0.580	0.917	0.966	0.718

	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
default	[-]	70.3	66.0	56.7	97.7	80.8		7.73	22.7	1.95		0.514	0.485	0.711	0.968	0.633
handtune0011	[-]	63.4	59.3	56.7	88.6	80.8		2.20	21.0	1.97		0.571	0.496	0.713	0.971	0.650

	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	[-]	16.1
default	[-]	17.0	17.2	16.2	11.7	10.6		-0.971	11.5	0.226		0.656	0.278	0.985	0.878	0.615
handtune0011	[-]	15.8	16.0	16.2	10.4	10.6		-1.97	11.4	0.191		0.623	0.299	0.987	0.872	0.616

	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	[-]	30.0
default	[-]	40.1	38.2	30.0	55.8	38.0		2.17	13.1	1.33		0.569	0.646	0.828	0.962	0.730
handtune0011	[-]	40.7	38.8	30.0	56.7	38.0		2.53	13.4	1.35		0.556	0.640	0.825	0.955	0.723

	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
default	[-]	33.8	34.8	39.3	33.2	28.2		-6.02	12.9	0.658		0.509	0.594	0.948	0.987	0.726
handtune0011	[-]	33.3	34.3	39.3	32.7	28.2		-6.13	12.7	0.660		0.522	0.596	0.948	0.990	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	[-]	39.8
default	[-]	41.2	41.4	39.8	39.2	52.6		-0.434	15.3	1.30		0.567	0.544	0.820	0.966	0.688
handtune0011	[-]	39.8	40.0	39.8	37.2	52.6		-1.72	15.0	1.31		0.572	0.549	0.819	0.978	0.693

	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	[-]	10.3
default	[-]	12.8	11.5	10.3	13.7	8.47		-1.04	8.70	1.72		0.690	0.722	0.758	0.912	0.761
handtune0011	[-]	12.2	11.1	10.3	9.70	8.47		-1.35	8.65	1.73		0.689	0.725	0.757	0.916	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	[-]	17.5
default	[-]	14.7	15.5	17.5	10.5	18.8		-2.10	10.9	0.326		0.579	0.374	0.977	0.946	0.650
handtune0011	[-]	13.8	14.5	17.5	10.0	18.8		-2.86	10.6	0.378		0.547	0.412	0.974	0.962	0.661

	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	[-]	56.8
default	[-]	83.5	85.4	56.7	83.4	78.8		4.36	30.0	3.18		0.470	0.313	0.460	0.893	0.490
handtune0011	[-]	79.5	81.8	56.7	79.2	78.8		2.29	29.4	3.19		0.496	0.308	0.459	0.926	0.499

	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	[-]	59.6
default	[-]	53.6	52.6	59.6	57.8	60.2		-5.57	13.7	0.677		0.524	0.633	0.932	0.873	0.719
handtune0011	[-]	53.5	52.3	59.6	59.1	60.2		-4.24	13.4	0.677		0.533	0.639	0.932	0.826	0.714

	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
default	[-]	30.3	30.2	32.3	34.4	29.1		-2.70	10.3	0.184		0.642	0.575	0.987	0.984	0.753
handtune0011	[-]	29.5	29.4	32.3	33.6	29.1		-3.14	10.3	0.185		0.624	0.585	0.987	0.969	0.750

	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	[-]	31.3
default	[-]	30.6	30.4	31.3	37.5	22.9		-4.29	17.0	1.56		0.501	0.474	0.779	0.858	0.617
handtune0011	[-]	30.1	29.8	31.3	34.0	22.9		-4.76	17.5	1.67		0.486	0.456	0.763	0.866	0.606

	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	[-]	86.7
default	[-]	92.3	92.4	86.7	93.6	88.2		5.37	14.0	1.83		0.662	0.739	0.734	0.627	0.700
handtune0011	[-]	84.8	84.7	86.7	89.1	88.2		-2.34	13.5	1.99		0.652	0.744	0.711	0.733	0.717

	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	[-]	68.7
default	[-]	64.4	65.2	68.7	57.5			-4.08	20.4	1.35		0.560	0.529	0.820	0.750	0.638
handtune0011	[-]	65.0	65.7	68.7	57.3			-4.23	20.4	1.22		0.573	0.528	0.844	0.774	0.649

	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
default	[-]	18.1	19.0	31.3	16.1	38.7		-1.97	21.3	2.08		0.398	0.442	0.677	0.620	0.516
handtune0011	[-]	17.6	18.5	31.3	15.2	38.7		-3.05	20.8	2.16		0.404	0.446	0.665	0.679	0.528

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