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) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.564
CLM50	[-]	0.600	0.609	0.566	0.514	0.593		0.0403	2.64		0.534	0.581	0.980	0.698
CTSM51	[-]	0.619	0.629	0.566	0.503	0.593		0.0590	2.72		0.435	0.565	0.957	0.653
DeadVeg	[-]	0.628	0.637	0.564	0.536	0.591		0.0708	2.26		0.411	0.700	0.944	0.685

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.438
CLM50	[-]	0.468	0.465	0.440	0.354	0.396		0.0334	1.39		0.770	0.771	0.953	0.831
CTSM51	[-]	0.449	0.447	0.440	0.341	0.396		0.0146	1.55		0.760	0.748	0.950	0.819
DeadVeg	[-]	0.463	0.461	0.438	0.346	0.398		0.0304	1.46		0.720	0.739	0.981	0.813

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CLM50	[-]	0.470	0.472	0.479	0.453	0.393		-0.00848	1.86		0.690	0.700	0.862	0.750
CTSM51	[-]	0.450	0.451	0.479	0.438	0.393		-0.0295	1.54		0.652	0.771	0.879	0.767
DeadVeg	[-]	0.446	0.446	0.476	0.438	0.393		-0.0300	0.995		0.612	0.888	0.805	0.768

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.499
CLM50	[-]	0.525	0.532	0.501	0.485	0.437		0.0304	0.972		0.518	0.889	0.534	0.647
CTSM51	[-]	0.547	0.553	0.501	0.508	0.437		0.0520	1.03		0.458	0.882	0.427	0.589
DeadVeg	[-]	0.565	0.568	0.499	0.554	0.434		0.0693	0.826		0.479	0.915	0.639	0.678

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.723
CLM50	[-]	0.779	0.784	0.735	0.774	0.569		0.0498	1.66		0.387	0.753	0.860	0.667
CTSM51	[-]	0.808	0.825	0.735	0.788	0.569		0.0887	1.76		0.258	0.734	0.973	0.655
DeadVeg	[-]	0.743	0.756	0.729	0.728	0.562		0.0252	1.88		0.456	0.729	0.958	0.714

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.577
CLM50	[-]	0.558	0.559	0.577	0.475	0.475		-0.0165	0.862		0.625	0.909	0.656	0.730
CTSM51	[-]	0.571	0.573	0.577	0.474	0.475		-0.00224	0.921		0.630	0.903	0.638	0.723
DeadVeg	[-]	0.554	0.555	0.577	0.501	0.475		-0.0215	0.889		0.577	0.891	0.876	0.781

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.458
CLM50	[-]	0.437	0.427	0.459	0.591	0.554		-0.0316	1.49		0.585	0.820	0.957	0.788
CTSM51	[-]	0.434	0.425	0.459	0.582	0.554		-0.0342	1.49		0.583	0.828	0.957	0.789
DeadVeg	[-]	0.448	0.436	0.458	0.621	0.554		-0.0224	1.54		0.596	0.831	0.988	0.805

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.546
CLM50	[-]	0.613	0.601	0.547	0.678	0.614		0.0539	2.01		0.604	0.691	0.983	0.759
CTSM51	[-]	0.600	0.588	0.547	0.666	0.614		0.0411	1.84		0.641	0.729	0.990	0.787
DeadVeg	[-]	0.596	0.585	0.546	0.661	0.611		0.0403	1.50		0.676	0.797	0.989	0.821

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.532
CLM50	[-]	0.677	0.684	0.533	0.614	0.428		0.147	1.01		0.319	0.888	0.431	0.546
CTSM51	[-]	0.711	0.719	0.533	0.637	0.438		0.180	1.41		0.263	0.821	0.384	0.490
DeadVeg	[-]	0.654	0.653	0.533	0.650	0.429		0.119	0.982		0.365	0.890	0.650	0.635

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.323
CLM50	[-]	0.371	0.345	0.327	0.522	0.460		0.0172	1.53		0.698	0.793	0.978	0.823
CTSM51	[-]	0.372	0.348	0.327	0.508	0.460		0.0201	1.56		0.700	0.784	0.988	0.824
DeadVeg	[-]	0.350	0.325	0.322	0.491	0.456		0.00281	2.02		0.708	0.713	0.984	0.802

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.616
CLM50	[-]	0.578	0.602	0.617	0.487	0.523		-0.0178	1.87		0.602	0.707	0.996	0.768
CTSM51	[-]	0.576	0.599	0.617	0.490	0.523		-0.0216	2.07		0.580	0.671	0.996	0.749
DeadVeg	[-]	0.526	0.535	0.616	0.496	0.528		-0.0824	2.21		0.349	0.628	0.797	0.591

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CLM50	[-]	0.490	0.485	0.478	0.522	0.459		0.00697	1.72		0.573	0.757	0.956	0.762
CTSM51	[-]	0.493	0.488	0.478	0.522	0.459		0.0101	1.72		0.541	0.763	0.944	0.750
DeadVeg	[-]	0.483	0.476	0.477	0.533	0.455		0.000232	1.73		0.534	0.774	0.975	0.761

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.164
CLM50	[-]	0.149	0.146	0.165	0.210	0.169		-0.0202	2.41		0.526	0.607	0.913	0.682
CTSM51	[-]	0.150	0.147	0.165	0.212	0.169		-0.0189	2.44		0.523	0.590	0.905	0.673
DeadVeg	[-]	0.172	0.167	0.164	0.247	0.169		0.00253	2.95		0.537	0.503	0.922	0.654

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CLM50	[-]	0.542	0.564	0.476	0.473	0.407		0.0831	1.57		0.392	0.798	0.510	0.567
CTSM51	[-]	0.553	0.576	0.476	0.481	0.427		0.0949	1.53		0.369	0.804	0.470	0.548
DeadVeg	[-]	0.535	0.544	0.476	0.511	0.405		0.0675	1.48		0.450	0.813	0.632	0.632

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.499
CLM50	[-]	0.535	0.526	0.497	0.557	0.506		0.0209	1.68		0.543	0.718	0.945	0.735
CTSM51	[-]	0.539	0.532	0.497	0.554	0.506		0.0250	1.63		0.540	0.729	0.945	0.738
DeadVeg	[-]	0.515	0.508	0.499	0.531	0.505		0.00262	1.40		0.638	0.784	0.982	0.801

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.669
CLM50	[-]	0.651	0.653	0.671	0.645	0.523		-0.0162	1.22		0.634	0.853	0.995	0.827
CTSM51	[-]	0.649	0.652	0.671	0.639	0.523		-0.0191	1.24		0.649	0.850	0.998	0.832
DeadVeg	[-]	0.596	0.594	0.670	0.616	0.519		-0.0744	1.72		0.464	0.753	0.985	0.734

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.546
CLM50	[-]	0.563	0.567	0.547	0.535	0.443		0.0211	1.29		0.618	0.832	0.934	0.795
CTSM51	[-]	0.574	0.578	0.547	0.546	0.438		0.0311	1.30		0.630	0.827	0.947	0.801
DeadVeg	[-]	0.508	0.506	0.546	0.541	0.446		-0.0381	1.58		0.585	0.768	0.957	0.770

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.429
CLM50	[-]	0.369	0.374	0.429	0.361	0.426		-0.0530	1.81		0.557	0.744	0.968	0.756
CTSM51	[-]	0.377	0.382	0.429	0.379	0.426		-0.0449	1.95		0.575	0.716	0.970	0.754
DeadVeg	[-]	0.389	0.392	0.429	0.413	0.423		-0.0351	2.06		0.591	0.701	0.988	0.760

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.729
CLM50	[-]	0.772	0.776	0.732	0.687	0.590		0.0442	2.26		0.458	0.653	0.851	0.654
CTSM51	[-]	0.800	0.807	0.732	0.682	0.590		0.0756	2.10		0.266	0.685	0.704	0.552
DeadVeg	[-]	0.778	0.784	0.729	0.684	0.590		0.0552	1.63		0.328	0.771	0.760	0.620

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.615
CLM50	[-]	0.609	0.606	0.616	0.641	0.625		-0.0122	1.91		0.661	0.703	0.828	0.731
CTSM51	[-]	0.596	0.593	0.616	0.623	0.625		-0.0250	1.65		0.646	0.760	0.856	0.754
DeadVeg	[-]	0.580	0.578	0.615	0.600	0.625		-0.0381	1.89		0.597	0.713	0.866	0.725

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.374
CLM50	[-]	0.313	0.324	0.374	0.271	0.318		-0.0424	1.86		0.343	0.731	0.550	0.542
CTSM51	[-]	0.322	0.334	0.374	0.279	0.318		-0.0322	1.98		0.332	0.716	0.514	0.521
DeadVeg	[-]	0.290	0.299	0.375	0.239	0.316		-0.0707	1.85		0.372	0.746	0.705	0.607

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 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