The performance of Barley in the APSIM NG is summarized using datasets in the validation test set in the following apsimx files.

Tests/Validation/Barley/Barley.apsimx

Cultivars

Experiments

There are 26 experiments which tested all cultivars in the validation test dataset of APSIM NG. Following the link below to see the details of each experiment, including the observed and predicted values for different traits, and the performance metrics.

Table 1

This map below shows the locations of experiments without controlled environments. Following the link on the marker will take you to the details of each experiment, including the observed and predicted values for different traits, and the performance metrics.

Figure 1: Locations of experiments without controlled environments.

Performance

Overview

The table below summarizes the performance of APSIM NG for all cultivars across all experiments.

Table 2: Performance summary for all cultivars across all experiments
trait n r r2 bias mse rmse nrmse d
AboveGround.N 25 0.96 0.93 1.37 3.85 1.96 0.20 0.96
AboveGround.NConc 20 0.95 0.91 0.01 0.00 0.02 0.57 0.64
AboveGround.Wt 904 0.94 0.89 88.56 50228.79 224.12 0.27 0.95
AboveGroundLive.Wt 63 0.96 0.92 51.53 11937.88 109.26 0.19 0.97
Ear.N 38 0.85 0.72 -0.30 5.20 2.28 0.23 0.92
Ear.NConc 50 -0.39 0.16 0.00 0.00 0.00 0.29 0.09
Ear.Wt 320 0.89 0.80 90.23 30073.21 173.42 0.33 0.92
Grain.N 20 0.77 0.59 0.56 6.47 2.54 0.25 0.86
Grain.NConc 34 0.69 0.48 0.00 0.00 0.00 0.15 0.75
Grain.Number 142 0.65 0.42 1315.95 19564599.73 4423.19 0.24 0.79
Grain.Size 145 0.40 0.16 0.00 0.00 0.01 0.19 0.55
Grain.Wt 306 0.89 0.79 26.41 17579.12 132.59 0.25 0.94
Leaf.CoverGreen 409 0.87 0.75 -0.03 0.03 0.16 0.29 0.92
Leaf.CoverTotal 722 0.59 0.34 0.16 0.08 0.29 0.37 0.73
Leaf.Dead.Wt 241 0.62 0.39 36.76 2371.56 48.70 1.00 0.53
Leaf.Height 29 0.83 0.70 -196.75 118083.66 343.63 0.74 0.69
Leaf.LAI 478 0.78 0.60 -0.25 1.34 1.16 0.46 0.87
Leaf.Ligules 66 0.98 0.96 -0.18 0.42 0.65 0.14 0.99
Leaf.Live.N 76 0.79 0.62 -0.44 1.46 1.21 0.35 0.87
Leaf.Live.NConc 76 0.53 0.28 0.00 0.00 0.01 0.27 0.72
Leaf.Live.Wt 417 0.60 0.36 -11.11 2638.78 51.37 0.57 0.77
Leaf.MainStemPopulation 50 0.21 0.04 447.44 247249.11 497.24 0.69 0.41
Leaf.SpecificAreaCanopy 364 0.18 0.03 0.00 0.00 0.01 0.30 0.44
Leaf.Tips 186 0.97 0.93 0.31 0.63 0.80 0.12 0.98
Leaf.Wt 202 0.26 0.07 4.30 3770.33 61.40 0.53 0.55
Phenology.EmergenceDAS 1866 1.00 1.00 0.00 0.00 0.00 0.00 1.00
Phenology.FinalLeafNumber 162 0.76 0.57 0.12 1.97 1.40 0.14 0.86
Phenology.FlagLeafDAS 338 0.41 0.17 19.89 2601.55 51.01 0.53 0.64
Phenology.FloweringDAS 282 0.39 0.15 29.10 3747.62 61.22 0.57 0.61
Phenology.HaunStage 1445 0.86 0.74 -0.02 2.95 1.72 0.23 0.92
Phenology.MaturityDAS 48 0.97 0.94 -2.06 28.23 5.31 0.03 0.98
Phenology.Stage 91 0.89 0.79 1.59 3.94 1.99 0.31 0.85
Phenology.Zadok.Stage 752 0.63 0.39 10.00 732.26 27.06 0.53 0.79
Spike.Wt 160 0.21 0.04 1.58 1311.13 36.21 0.33 0.51
Stem.N 82 0.62 0.38 0.80 5.26 2.29 0.48 0.76
Stem.NConc 83 0.86 0.73 0.00 0.00 0.01 0.35 0.92
Stem.Wt 451 0.90 0.81 30.93 12065.58 109.84 0.34 0.93

Comparison of observed and predicted values

The model performance is compared with observed and predicted values for all cultivars across all experiments. The plots below show the observed vs predicted values for different traits. Each point represents an observation from an experiment. The closer the points are to the diagonal line, the better the performance of the model for that trait.

The range of observed and predicted values are estimated using data in this page, which may be misleading for the narrow ranges of observed and predicted values.

Using the Expand All and Collapse All buttons below, you can expand or collapse the sections for each trait to see the observed vs predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.

Observed vs Predicted plots for different traits.