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
CESM3_092H	[-]	76.1	76.7	66.1	67.0			9.93	17.4	1.94		0.469	0.664	0.694	0.985	0.695
CMIP6_001	[-]	73.9	74.6	66.1	65.7	66.3		8.02	17.0	2.48		0.536	0.640	0.597	0.964	0.675
LE2_001	[-]	74.2	74.9	66.1	65.9	66.3		8.31	17.4	2.55		0.527	0.614	0.596	0.975	0.665

	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
CESM3_092H	[-]	60.7	60.2	47.7	55.7			13.5	24.3	1.65		0.356	0.337	0.763	0.922	0.543
CMIP6_001	[-]	50.1	49.4	47.4	50.3	48.4		3.26	18.6	1.55		0.649	0.420	0.765	0.989	0.649
LE2_001	[-]	50.7	50.0	47.4	49.7	48.4		3.85	18.7	1.58		0.638	0.418	0.764	0.990	0.646

	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
CESM3_092H	[-]	55.0	54.6	52.3	61.3	54.7		1.86	16.3	1.25		0.574	0.601	0.837	0.916	0.706
CMIP6_001	[-]	58.2	57.6	52.5	67.0	47.3		5.01	19.3	1.13		0.514	0.541	0.857	0.857	0.662
LE2_001	[-]	59.1	58.5	52.5	67.4	47.3		5.91	19.5	1.10		0.496	0.540	0.861	0.885	0.664

	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
CESM3_092H	[-]	19.9	20.0	16.5	18.5			3.48	8.19	0.496		0.488	0.552	0.966	0.979	0.707
CMIP6_001	[-]	15.1	15.3	16.2	12.9	17.0		-0.940	9.57	0.274		0.425	0.457	0.981	0.937	0.651
LE2_001	[-]	14.4	14.6	16.2	12.3	17.0		-1.58	10.4	0.177		0.408	0.403	0.988	0.928	0.626

	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
CESM3_092H	[-]	99.4	98.1	87.2	103.			12.3	15.0	2.67		0.574	0.832	0.564	0.864	0.733
CMIP6_001	[-]	96.9	95.4	87.8	102.	71.7		9.42	12.8	2.76		0.647	0.826	0.554	0.921	0.755
LE2_001	[-]	94.3	93.0	87.8	98.6	71.7		6.76	12.6	2.55		0.670	0.804	0.592	0.971	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	[-]	28.5
CESM3_092H	[-]	35.3	35.3	28.8	37.8			6.58	9.61	0.221		0.403	0.638	0.985	0.986	0.730
CMIP6_001	[-]	29.4	29.3	28.5	31.4	29.5		0.945	7.86	0.302		0.708	0.599	0.980	0.995	0.776
LE2_001	[-]	29.6	29.6	28.5	31.2	29.5		1.16	8.30	0.309		0.683	0.581	0.979	0.994	0.764

	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
CESM3_092H	[-]	37.1	36.1	31.1	63.0			5.52	14.3	0.818		0.555	0.486	0.908	0.984	0.684
CMIP6_001	[-]	33.8	32.9	30.9	55.9	52.1		2.46	13.1	0.761		0.571	0.538	0.920	0.975	0.708
LE2_001	[-]	34.4	33.5	30.9	56.4	52.1		3.11	13.7	0.781		0.548	0.520	0.919	0.976	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	[-]	56.7
CESM3_092H	[-]	59.1	57.5	57.0	82.6			2.35	18.1	1.63		0.669	0.495	0.765	0.980	0.681
CMIP6_001	[-]	58.6	56.9	56.6	83.4	76.5		1.80	18.8	1.85		0.647	0.481	0.730	0.987	0.665
LE2_001	[-]	57.7	56.0	56.6	82.4	76.5		0.928	19.3	1.84		0.636	0.465	0.727	0.980	0.655

	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
CESM3_092H	[-]	21.3	21.8	16.3	16.6			5.07	8.82	0.185		0.420	0.544	0.988	0.823	0.664
CMIP6_001	[-]	12.8	13.3	16.2	9.08	11.7		-3.00	10.5	0.170		0.458	0.371	0.988	0.893	0.616
LE2_001	[-]	13.8	14.3	16.2	9.72	11.7		-2.03	9.74	0.203		0.549	0.399	0.986	0.895	0.645

	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
CESM3_092H	[-]	42.5	41.5	29.9	56.0			12.4	16.6	1.01		0.331	0.635	0.894	0.965	0.692
CMIP6_001	[-]	39.0	37.8	29.9	56.8	48.9		8.40	13.8	0.879		0.450	0.654	0.912	0.986	0.731
LE2_001	[-]	36.9	35.5	29.9	55.5	48.9		6.18	13.3	1.04		0.537	0.626	0.892	0.967	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	[-]	39.3
CESM3_092H	[-]	40.5	40.9	39.7	38.4	34.3		0.884	11.2	0.298		0.630	0.609	0.980	0.980	0.762
CMIP6_001	[-]	35.8	36.0	39.3	34.7	38.8		-3.43	11.5	0.396		0.640	0.591	0.974	0.980	0.755
LE2_001	[-]	35.5	35.7	39.3	34.5	38.8		-3.66	10.9	0.364		0.638	0.618	0.976	0.982	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	[-]	39.8
CESM3_092H	[-]	40.3	44.4	39.9	17.9	36.9		4.86	14.7	1.18		0.525	0.567	0.841	0.984	0.697
CMIP6_001	[-]	37.1	41.0	39.8	15.7	46.1		1.68	13.5	1.12		0.583	0.584	0.855	0.980	0.717
LE2_001	[-]	37.1	41.0	39.8	15.6	46.1		1.66	13.7	1.15		0.583	0.574	0.851	0.980	0.712

	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
CESM3_092H	[-]	13.1	13.0	10.3	21.2	8.48		2.87	10.1	2.09		0.670	0.666	0.684	0.925	0.722
CMIP6_001	[-]	10.1	9.88	10.3	20.4	14.9		-0.146	7.63	1.55		0.750	0.747	0.793	0.952	0.798
LE2_001	[-]	10.1	9.85	10.3	20.3	14.9		-0.142	7.71	1.60		0.757	0.739	0.783	0.953	0.795

	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
CESM3_092H	[-]	21.2	22.0	17.7	15.9			3.47	10.1	0.343		0.487	0.434	0.977	0.789	0.624
CMIP6_001	[-]	15.7	16.5	17.5	10.7	14.0		-1.39	8.82	0.612		0.603	0.479	0.958	0.898	0.683
LE2_001	[-]	15.7	16.5	17.5	10.6	14.0		-1.42	9.06	0.502		0.576	0.470	0.965	0.888	0.674

	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
CESM3_092H	[-]	65.8	65.4	57.1	69.5			8.98	18.6	1.42		0.450	0.623	0.813	0.984	0.699
CMIP6_001	[-]	61.3	61.4	56.7	62.8	64.0		5.44	19.3	1.56		0.443	0.568	0.787	0.980	0.669
LE2_001	[-]	60.8	60.8	56.7	62.3	64.0		4.72	20.9	1.79		0.415	0.530	0.747	0.980	0.641

	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
CESM3_092H	[-]	58.1	57.8	60.1	66.3			-1.83	11.8	0.500		0.680	0.590	0.963	0.990	0.762
CMIP6_001	[-]	51.9	51.4	59.6	62.4	59.9		-7.71	15.2	0.487		0.457	0.523	0.964	0.953	0.684
LE2_001	[-]	51.8	51.4	59.6	60.9	59.9		-7.73	15.4	0.464		0.484	0.515	0.964	0.980	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	[-]	32.3
CESM3_092H	[-]	40.2	39.8	32.6	47.8			7.44	12.2	0.237		0.435	0.546	0.984	0.976	0.697
CMIP6_001	[-]	33.2	32.9	32.3	40.8	29.3		0.687	10.1	0.395		0.648	0.578	0.973	0.991	0.754
LE2_001	[-]	33.1	32.8	32.3	40.5	29.3		0.581	9.62	0.381		0.666	0.594	0.974	0.992	0.764

	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
CESM3_092H	[-]	35.9	36.0	31.6	42.8			4.62	12.9	0.777		0.564	0.561	0.929	0.944	0.712
CMIP6_001	[-]	29.0	29.2	31.3	34.0	36.9		-1.86	11.4	0.821		0.641	0.608	0.918	0.904	0.736
LE2_001	[-]	29.8	30.0	31.3	34.7	36.9		-1.11	12.0	0.920		0.633	0.580	0.900	0.889	0.716

	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
CESM3_092H	[-]	89.3	89.7	86.6	77.6			2.88	21.9	2.57		0.514	0.550	0.589	0.530	0.546
CMIP6_001	[-]	94.9	95.1	86.7	85.9	73.9		8.58	18.3	2.21		0.494	0.669	0.656	0.720	0.642
LE2_001	[-]	94.6	94.9	86.7	83.7	73.9		8.29	18.9	2.43		0.484	0.655	0.616	0.676	0.617

	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
CESM3_092H	[-]	61.8	61.7	68.5	63.0			-6.88	18.7	1.12		0.583	0.569	0.887	0.958	0.713
CMIP6_001	[-]	59.9	59.8	68.7	67.4	67.2		-9.06	18.6	1.14		0.468	0.602	0.870	0.968	0.702
LE2_001	[-]	59.4	59.3	68.7	64.0	67.2		-9.54	19.1	1.09		0.478	0.606	0.885	0.931	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	[-]	31.4
CESM3_092H	[-]	43.1	43.3	31.3	36.1	16.7		11.6	18.2	1.17		0.293	0.565	0.856	0.789	0.614
CMIP6_001	[-]	36.5	36.6	31.5	29.4	24.5		4.97	15.9	1.23		0.430	0.559	0.847	0.765	0.632
LE2_001	[-]	38.1	38.3	31.5	30.6	24.5		6.61	15.9	1.21		0.398	0.569	0.851	0.788	0.635

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