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
CLM50	[-]	7.93	7.96	7.03	0.252	0.00703		0.712	1.78	2.69		0.452	0.470	0.559	0.888	0.568
CTSM51	[-]	8.18	8.19	7.03	0.255	0.00703		0.841	1.92	2.63		0.401	0.478	0.570	0.857	0.557
DeadVeg	[-]	10.3	10.4	7.00	0.263	0.00699		2.31	3.10	2.66		0.246	0.420	0.559	0.697	0.469

	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
CLM50	[-]	4.86	4.54	7.02	0.0359	0.0104		-0.936	2.25	1.70		0.550	0.426	0.744	0.867	0.602
CTSM51	[-]	4.56	4.26	7.02	0.0337	0.0104		-1.06	2.37	1.80		0.533	0.414	0.722	0.878	0.592
DeadVeg	[-]	5.54	5.12	6.98	0.0323	0.0104		-0.703	2.48	2.09		0.516	0.384	0.669	0.902	0.571

	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
CLM50	[-]	7.95	7.36	10.1	0.531	0.0297		-0.677	2.04	1.48		0.505	0.454	0.799	0.773	0.597
CTSM51	[-]	7.67	7.13	10.1	0.486	0.0297		-0.758	2.12	1.56		0.481	0.443	0.786	0.763	0.583
DeadVeg	[-]	9.83	9.18	10.0	0.549	0.0298		-0.105	2.21	1.53		0.465	0.450	0.790	0.561	0.543

	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
CLM50	[-]	1.48	1.39	1.17	0.0985	0.00809		0.266	1.61	0.363		0.558	0.361	0.949	0.274	0.501
CTSM51	[-]	1.41	1.33	1.17	0.0879	0.00809		0.215	1.72	0.385		0.545	0.332	0.947	0.282	0.488
DeadVeg	[-]	2.88	2.72	1.16	0.173	0.00804		1.54	3.56	0.355		0.280	0.114	0.964	0.253	0.345

	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
CLM50	[-]	7.02	5.22	5.30	1.74	0.122		1.43	1.98	2.63		0.287	0.421	0.585	0.879	0.518
CTSM51	[-]	7.40	5.55	5.30	1.81	0.122		1.85	2.33	2.64		0.221	0.427	0.583	0.965	0.525
DeadVeg	[-]	8.56	6.53	5.24	1.97	0.120		3.16	3.57	2.47		0.0938	0.383	0.616	0.985	0.492

	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
CLM50	[-]	7.98	7.61	5.72	0.170	0.00489		0.624	1.59	0.480		0.632	0.571	0.967	0.378	0.624
CTSM51	[-]	8.95	8.56	5.72	0.177	0.00489		0.925	1.78	0.638		0.605	0.538	0.957	0.486	0.625
DeadVeg	[-]	11.9	11.4	5.72	0.205	0.00489		1.78	2.93	0.656		0.436	0.357	0.956	0.902	0.602

	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
CLM50	[-]	12.5	12.0	11.3	0.659	0.00754		0.171	1.16	0.957		0.639	0.507	0.891	0.903	0.689
CTSM51	[-]	12.7	12.2	11.3	0.657	0.00754		0.206	1.15	0.919		0.650	0.508	0.897	0.900	0.692
DeadVeg	[-]	14.0	13.5	11.3	0.674	0.00759		0.416	1.38	1.02		0.619	0.451	0.882	0.877	0.656

	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
CLM50	[-]	8.14	7.07	8.24	0.889	0.0632		-0.135	2.24	3.25		0.487	0.355	0.453	0.836	0.497
CTSM51	[-]	8.11	7.06	8.24	0.876	0.0632		-0.128	2.14	3.06		0.496	0.374	0.489	0.846	0.516
DeadVeg	[-]	9.38	8.34	8.17	0.909	0.0627		0.452	2.40	3.15		0.485	0.336	0.479	0.763	0.480

	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
CLM50	[-]	1.85	1.82	1.24	0.0862	0.00178		0.514	1.68	0.204		0.573	0.344	0.980	0.320	0.512
CTSM51	[-]	1.81	1.79	1.24	0.0819	0.00178		0.472	1.83	0.520		0.557	0.300	0.934	0.270	0.472
DeadVeg	[-]	3.20	3.13	1.24	0.153	0.00180		1.60	3.75	0.388		0.287	0.0947	0.964	0.204	0.329

	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
CLM50	[-]	5.32	4.36	3.87	0.921	0.0303		0.382	0.991	2.09		0.537	0.450	0.684	0.625	0.549
CTSM51	[-]	5.04	4.15	3.87	0.859	0.0303		0.297	0.956	2.27		0.551	0.458	0.646	0.673	0.557
DeadVeg	[-]	4.83	3.97	3.80	0.809	0.0301		0.238	1.07	2.28		0.543	0.406	0.644	0.559	0.512

	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
CLM50	[-]	5.64	5.01	4.63	0.557	0.0248		0.505	1.69	0.312		0.675	0.501	0.975	0.970	0.724
CTSM51	[-]	5.64	5.00	4.63	0.570	0.0248		0.515	1.65	0.364		0.679	0.510	0.972	0.963	0.727
DeadVeg	[-]	6.48	5.80	4.62	0.591	0.0247		0.981	2.34	0.415		0.604	0.386	0.968	0.958	0.661

	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.
CLM50	[-]	128.	118.	116.	8.69	0.443		0.214	1.52	1.43		0.516	0.460	0.798	0.907	0.628
CTSM51	[-]	129.	120.	116.	8.64	0.443		0.248	1.55	1.45		0.503	0.458	0.796	0.898	0.622
DeadVeg	[-]	155.	146.	115.	9.46	0.440		0.804	2.10	1.49		0.434	0.399	0.793	0.811	0.567

	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
CLM50	[-]	1.98	1.83	3.65	0.179	0.0133		-0.274	0.571	1.71		0.303	0.440	0.765	0.844	0.558
CTSM51	[-]	2.05	1.89	3.65	0.198	0.0133		-0.261	0.576	1.65		0.298	0.441	0.776	0.805	0.552
DeadVeg	[-]	2.40	2.21	3.66	0.225	0.0132		-0.206	0.654	1.83		0.289	0.414	0.752	0.721	0.518

	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
CLM50	[-]	3.00	2.71	2.01	0.252	0.00582		0.382	1.67	0.874		0.404	0.314	0.875	0.184	0.418
CTSM51	[-]	2.73	2.46	2.01	0.235	0.00582		0.263	1.62	1.02		0.422	0.321	0.852	0.201	0.424
DeadVeg	[-]	4.62	4.15	2.01	0.419	0.00586		1.11	2.79	0.726		0.313	0.165	0.913	0.130	0.337

	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
CLM50	[-]	3.66	2.84	3.21	0.734	0.0473		0.339	1.89	2.22		0.470	0.448	0.652	0.783	0.560
CTSM51	[-]	3.70	2.89	3.21	0.728	0.0473		0.371	1.85	2.21		0.480	0.455	0.656	0.797	0.568
DeadVeg	[-]	3.98	3.15	3.21	0.739	0.0471		0.612	2.04	2.33		0.464	0.426	0.638	0.749	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	[-]	5.12
CLM50	[-]	5.61	5.24	5.11	0.271	0.0139		0.256	1.57	1.08		0.804	0.585	0.871	0.934	0.756
CTSM51	[-]	5.62	5.25	5.11	0.272	0.0139		0.259	1.51	1.08		0.791	0.601	0.871	0.898	0.752
DeadVeg	[-]	5.73	5.37	5.10	0.262	0.0137		0.310	1.76	1.13		0.789	0.541	0.870	0.863	0.721

	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
CLM50	[-]	5.78	5.56	3.21	0.253	0.00729		1.34	2.18	0.483		0.487	0.453	0.960	0.718	0.614
CTSM51	[-]	5.85	5.62	3.21	0.270	0.00729		1.36	2.22	0.559		0.481	0.439	0.953	0.687	0.600
DeadVeg	[-]	6.67	6.41	3.21	0.318	0.00749		1.82	2.99	0.753		0.391	0.322	0.940	0.749	0.545

	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
CLM50	[-]	1.88	1.94	2.11	0.0452	0.00426		-0.0885	0.985	0.860		0.653	0.525	0.900	0.771	0.675
CTSM51	[-]	2.13	2.18	2.11	0.0566	0.00426		0.0881	0.998	0.893		0.644	0.533	0.893	0.680	0.657
DeadVeg	[-]	2.30	2.34	2.11	0.0616	0.00429		0.192	1.08	0.776		0.629	0.522	0.915	0.626	0.643

	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
CLM50	[-]	22.4	21.8	19.0	0.478	0.00860		1.07	1.62	2.24		0.437	0.479	0.656	0.880	0.586
CTSM51	[-]	23.0	22.4	19.0	0.475	0.00860		1.29	1.78	2.21		0.339	0.471	0.662	0.826	0.554
DeadVeg	[-]	28.8	28.1	18.8	0.521	0.00850		3.29	3.44	1.91		0.0823	0.547	0.724	0.806	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	[-]	10.1
CLM50	[-]	10.7	10.6	10.1	0.328	0.0125		0.324	2.04	1.38		0.537	0.519	0.826	0.534	0.587
CTSM51	[-]	10.6	10.5	10.1	0.320	0.0125		0.260	2.02	1.38		0.522	0.527	0.825	0.540	0.588
DeadVeg	[-]	12.0	11.9	10.1	0.324	0.0125		0.873	2.15	1.54		0.518	0.495	0.798	0.609	0.583

	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
CLM50	[-]	1.86	1.65	1.44	0.155	0.0197		0.430	1.41	1.48		0.378	0.369	0.791	0.500	0.482
CTSM51	[-]	1.92	1.71	1.44	0.155	0.0197		0.499	1.44	1.47		0.367	0.374	0.797	0.462	0.475
DeadVeg	[-]	2.02	1.76	1.44	0.187	0.0196		0.582	1.62	1.54		0.361	0.372	0.783	0.361	0.450

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