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	[-]	7.04
default	[-]	0.880	0.662	7.04	0.000200			1.17	2.22	2.71		0.350	0.409	0.552	0.832	0.510
handtune0011	[-]	0.778	0.557	7.04	0.000210			0.0879	1.77	2.59		0.498	0.408	0.572	0.960	0.569

	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	[-]	7.03
default	[-]	0.423	0.540	7.03	0.0288	0.00135		-0.526	2.29	2.12		0.534	0.417	0.661	0.928	0.591
handtune0011	[-]	0.504	0.625	7.03	0.0290	0.00135		-0.0462	2.21	1.97		0.593	0.409	0.692	0.943	0.609

	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
default	[-]	1.21	1.22	10.1	0.0587	0.00680		-0.622	2.23	1.74		0.443	0.435	0.756	0.658	0.545
handtune0011	[-]	1.30	1.31	10.1	0.0576	0.00680		-0.445	2.00	1.73		0.513	0.461	0.754	0.710	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	[-]	1.15
default	[-]	0.120	0.126	1.15	0.00635	0.00218		0.348	1.84	0.297		0.520	0.318	0.974	0.257	0.477
handtune0011	[-]	0.0892	0.0975	1.15	0.00314	0.00218		-0.0309	1.40	0.293		0.616	0.398	0.965	0.328	0.541

	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	[-]	5.42
default	[-]	0.449	0.295	5.36	0.168	0.0537		2.95	3.09	2.72		0.0661	0.491	0.572	0.761	0.476
handtune0011	[-]	0.323	0.205	5.36	0.135	0.0537		0.867	1.59	2.86		0.334	0.502	0.542	0.892	0.554

	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	[-]	5.73
default	[-]	0.893	0.869	5.72	0.0214	0.00281		0.828	1.76	0.580		0.613	0.539	0.961	0.495	0.629
handtune0011	[-]	0.727	0.706	5.72	0.0176	0.00281		0.366	1.26	0.479		0.733	0.628	0.968	0.593	0.710

	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
default	[-]	1.27	1.20	11.3	0.140	0.00598		0.263	1.18	0.977		0.606	0.526	0.891	0.835	0.677
handtune0011	[-]	1.14	1.08	11.3	0.121	0.00598		0.0709	1.10	0.956		0.638	0.536	0.901	0.894	0.701

	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	[-]	8.30
default	[-]	1.96	1.58	8.29	0.230	0.00815		1.24	2.23	2.53		0.449	0.451	0.600	0.844	0.559
handtune0011	[-]	1.64	1.31	8.29	0.190	0.00815		0.577	2.01	2.37		0.536	0.437	0.637	0.853	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	[-]	1.24
default	[-]	0.213	0.195	1.24	0.00832	0.000460		0.420	1.70	0.762		0.570	0.311	0.896	0.268	0.471
handtune0011	[-]	0.138	0.127	1.24	0.00483	0.000460		-0.130	1.06	0.836		0.652	0.478	0.876	0.374	0.572

	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	[-]	3.90
default	[-]	0.556	0.429	3.89	0.108	0.00881		0.244	0.942	2.23		0.531	0.467	0.665	0.668	0.560
handtune0011	[-]	0.610	0.475	3.89	0.116	0.00881		0.358	1.00	2.16		0.497	0.447	0.676	0.676	0.549

	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	[-]	4.66
default	[-]	0.462	0.368	4.65	0.0939	0.00210		0.486	1.43	0.453		0.640	0.599	0.961	0.941	0.748
handtune0011	[-]	0.432	0.344	4.65	0.0853	0.00210		0.269	1.27	0.410		0.681	0.617	0.965	0.923	0.761

	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	[-]	116.
default	[-]	14.3	12.8	116.	1.28	0.137		0.441	1.64	1.63		0.463	0.465	0.765	0.855	0.603
handtune0011	[-]	12.7	11.4	116.	1.12	0.137		0.0990	1.40	1.59		0.519	0.486	0.772	0.926	0.638

	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
default	[-]	0.190	0.143	3.67	0.00731	0.000312		-0.267	0.588	1.75		0.266	0.446	0.761	0.779	0.539
handtune0011	[-]	0.164	0.129	3.67	0.00305	0.000312		-0.301	0.586	1.61		0.269	0.448	0.785	0.808	0.552

	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	[-]	2.01
default	[-]	0.275	0.270	2.01	0.0202	0.000914		0.262	1.62	1.19		0.404	0.326	0.821	0.198	0.415
handtune0011	[-]	0.169	0.168	2.01	0.0118	0.000914		-0.155	1.14	1.83		0.495	0.409	0.715	0.342	0.474

	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
default	[-]	0.355	0.228	3.24	0.135	0.0184		0.951	2.38	3.63		0.408	0.375	0.386	0.713	0.452
handtune0011	[-]	0.313	0.205	3.24	0.117	0.0184		0.635	2.16	3.53		0.468	0.361	0.401	0.817	0.482

	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
default	[-]	0.600	0.575	5.11	0.0358	0.0101		0.620	1.29	1.29		0.724	0.694	0.833	0.756	0.740
handtune0011	[-]	0.600	0.572	5.11	0.0370	0.0101		0.804	1.43	1.26		0.681	0.680	0.843	0.708	0.719

	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
default	[-]	0.592	0.504	3.22	0.0553	0.00151		1.23	2.04	0.568		0.497	0.481	0.955	0.592	0.601
handtune0011	[-]	0.457	0.389	3.22	0.0459	0.00151		0.626	1.31	0.594		0.635	0.591	0.953	0.734	0.701

	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
default	[-]	0.309	0.299	2.11	0.00446	0.000564		0.142	1.14	1.77		0.566	0.490	0.735	0.584	0.573
handtune0011	[-]	0.282	0.270	2.11	0.00356	0.000564		0.0252	1.13	1.79		0.571	0.479	0.727	0.651	0.581

	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	[-]	19.0
default	[-]	1.91	1.77	19.0	0.0785	0.00519		1.54	2.12	2.72		0.241	0.446	0.561	0.731	0.485
handtune0011	[-]	1.40	1.28	19.0	0.0719	0.00519		-0.547	1.75	2.78		0.338	0.450	0.552	0.847	0.527

	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
default	[-]	1.46	1.45	10.1	0.0525			0.556	2.42	1.83		0.422	0.520	0.735	0.413	0.522
handtune0011	[-]	1.50	1.48	10.1	0.0542			0.548	2.27	1.54		0.461	0.523	0.791	0.463	0.552

	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
default	[-]	0.140	0.124	1.45	0.0157	0.00752		0.811	1.84	2.42		0.335	0.287	0.611	0.377	0.380
handtune0011	[-]	0.128	0.114	1.45	0.0140	0.00752		0.540	1.58	2.34		0.357	0.295	0.628	0.574	0.430

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