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) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	7.00
h0	[-]	6.58	6.62	7.00	0.215	0.000999		-0.125	1.41	2.59		0.514	0.498	0.577	0.975	0.612
h0a	[-]	6.58	6.62	7.00	0.215	0.000999		-0.125	1.41	2.59		0.514	0.498	0.577	0.975	0.612

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	6.99
h0	[-]	4.69	4.41	6.99	0.0282	0.00271		-0.980	2.02	1.28		0.571	0.473	0.830	0.755	0.620
h0a	[-]	4.69	4.41	6.99	0.0282	0.00271		-0.980	2.02	1.28		0.571	0.473	0.830	0.755	0.620

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	10.0
h0	[-]	6.23	5.74	10.0	0.434	0.0229		-1.19	2.11	1.80		0.446	0.459	0.737	0.898	0.600
h0a	[-]	6.23	5.74	10.0	0.434	0.0229		-1.19	2.11	1.80		0.446	0.459	0.737	0.898	0.600

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.17
h0	[-]	0.641	0.594	1.17	0.0517	0.00568		-0.438	1.06	0.210		0.631	0.497	0.971	0.563	0.632
h0a	[-]	0.641	0.594	1.17	0.0517	0.00568		-0.438	1.06	0.210		0.631	0.497	0.971	0.563	0.632

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	5.36
h0	[-]	5.55	4.09	5.31	1.41	0.0465		-0.184	1.48	2.22		0.336	0.583	0.660	0.635	0.559
h0a	[-]	5.55	4.09	5.31	1.41	0.0465		-0.184	1.48	2.22		0.336	0.583	0.660	0.635	0.559

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	5.72
h0	[-]	6.14	5.89	5.72	0.0902	0.00133		0.0791	0.959	0.570		0.804	0.678	0.961	0.789	0.782
h0a	[-]	6.14	5.89	5.72	0.0902	0.00133		0.0791	0.959	0.570		0.804	0.678	0.961	0.789	0.782

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	11.3
h0	[-]	9.80	9.49	11.3	0.439	0.0158		-0.221	0.934	1.09		0.656	0.549	0.868	0.969	0.718
h0a	[-]	9.80	9.49	11.3	0.439	0.0158		-0.221	0.934	1.09		0.656	0.549	0.868	0.969	0.718

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	8.23
h0	[-]	7.20	6.38	8.20	0.725	0.0375		-0.473	1.51	2.01		0.571	0.506	0.710	0.948	0.648
h0a	[-]	7.20	6.38	8.20	0.725	0.0375		-0.473	1.51	2.01		0.571	0.506	0.710	0.948	0.648

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.24
h0	[-]	1.24	1.24	1.24	0.0473	0.000987		0.0203	1.15	0.252		0.696	0.444	0.972	0.422	0.596
h0a	[-]	1.24	1.24	1.24	0.0473	0.000987		0.0203	1.15	0.252		0.696	0.444	0.972	0.422	0.596

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.83
h0	[-]	4.18	3.52	3.82	0.632	0.00659		0.0683	0.758	1.93		0.570	0.521	0.714	0.760	0.617
h0a	[-]	4.18	3.52	3.82	0.632	0.00659		0.0683	0.758	1.93		0.570	0.521	0.714	0.760	0.617

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	4.65
h0	[-]	4.30	3.87	4.64	0.385	0.00771		-0.205	1.16	0.449		0.728	0.617	0.967	0.944	0.774
h0a	[-]	4.30	3.87	4.64	0.385	0.00771		-0.205	1.16	0.449		0.728	0.617	0.967	0.944	0.774

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	115.
h0	[-]	101.	94.1	115.	6.91	0.210		-0.323	1.21	1.34		0.547	0.530	0.819	0.961	0.677
h0a	[-]	101.	94.1	115.	6.91	0.210		-0.323	1.21	1.34		0.547	0.530	0.819	0.961	0.677

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.67
h0	[-]	1.61	1.49	3.66	0.144	0.00798		-0.334	0.514	1.62		0.289	0.479	0.779	0.873	0.580
h0a	[-]	1.61	1.49	3.66	0.144	0.00798		-0.334	0.514	1.62		0.289	0.479	0.779	0.873	0.580

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	2.02
h0	[-]	2.07	1.85	2.01	0.180	0.00332		-0.0372	1.16	0.672		0.507	0.406	0.918	0.305	0.509
h0a	[-]	2.07	1.85	2.01	0.180	0.00332		-0.0372	1.16	0.672		0.507	0.406	0.918	0.305	0.509

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.26
h0	[-]	3.10	2.39	3.24	0.634	0.0196		-0.305	1.64	1.60		0.459	0.515	0.783	0.872	0.629
h0a	[-]	3.10	2.39	3.24	0.634	0.0196		-0.305	1.64	1.60		0.459	0.515	0.783	0.872	0.629

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	5.12
h0	[-]	4.33	4.05	5.11	0.217	0.00992		-0.646	1.30	1.15		0.735	0.676	0.875	0.929	0.778
h0a	[-]	4.33	4.05	5.11	0.217	0.00992		-0.646	1.30	1.15		0.735	0.676	0.875	0.929	0.778

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.22
h0	[-]	4.27	4.09	3.21	0.215	0.00467		0.509	1.32	0.712		0.657	0.571	0.942	0.893	0.727
h0a	[-]	4.27	4.09	3.21	0.215	0.00467		0.509	1.32	0.712		0.657	0.571	0.942	0.893	0.727

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	2.11
h0	[-]	1.34	1.37	2.11	0.0467	0.00206		-0.494	0.958	1.06		0.576	0.561	0.877	0.862	0.687
h0a	[-]	1.34	1.37	2.11	0.0467	0.00206		-0.494	0.958	1.06		0.576	0.561	0.877	0.862	0.687

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	18.8
h0	[-]	16.6	16.0	18.8	0.464	0.00119		-0.827	1.59	2.12		0.359	0.542	0.681	0.952	0.615
h0a	[-]	16.6	16.0	18.8	0.464	0.00119		-0.827	1.59	2.12		0.359	0.542	0.681	0.952	0.615

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	10.1
h0	[-]	9.62	9.41	10.1	0.343	0.00567		-0.191	1.50	1.26		0.645	0.596	0.848	0.760	0.689
h0a	[-]	9.62	9.41	10.1	0.343	0.00567		-0.191	1.50	1.26		0.645	0.596	0.848	0.760	0.689

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.46
h0	[-]	1.75	1.50	1.46	0.184	0.00653		0.201	1.26	1.45		0.339	0.424	0.804	0.534	0.505
h0a	[-]	1.75	1.50	1.46	0.184	0.00653		0.201	1.26	1.45		0.339	0.424	0.804	0.534	0.505

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: g/m^2/day

  Convention:

CF-1.8