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Calibration and Validation of the FAO AquaCrop Water Productivity Model for Perennial Ryegrass (Lolium perenne L.)
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Crop models that can accurately estimate yield and final biomass have been used for major herbaceous crops and to a lesser extent in forage systems. The AquaCrop version 7.0 contains new modules that have been introduced to simulate the growth and production of perennial herbaceous forage crops. Simulated forage yields as a function of water consumption provide valuable information that allows farmers to make decisions for adapting to both climate variability and change. The study aimed to calibrate and validate the AquaCrop model for perennial ryegrass (Lolium perenne L.) in the high tropics of Colombia (South America). The experiments were conducted during two consecutive seasons, in which perennial ryegrass meadows were subjected to two irrigation regimes: full irrigation and no irrigation. The model was evaluated using precision, accuracy, and simulation error indices. The overall performance of AquaCrop in simulating canopy cover, biomass and soil water content showed a good match between measured and simulated data. The calibration results indicated an acceptable measurement of simulated canopy cover (CC) (R2 = 0.95, d-index = 0.41, RMSE = 9.4%, NRMSE = 12.2%, and FE = −21.72). The model satisfactorily simulated cumulative dry mass (R2 = 0.95, d-index = 0.98, RMSE = 2. 63 t ha−1, NRMSE = 11.8%, and FE = 0.94). Though the biomass values obtained in the end-of-season cuts were underestimated by the model, soil water content was simulated with reasonable accuracy (R2 = 0.82, d-index = 0.84, RMSE = 6.10 mm, NRMSE = 4.80%, and FE = 0.32). During validation, CC simulations were good, except under water deficit conditions, where model performance was poor (R2 = 0.42, d-index = 0.01, RMSE = 40.60%, NRMSE = 40.90%, and FE = −25.71); biomass and soil water content simulations were reasonably good. The above results confirmed AquaCrop’s (v 7.0) suitability for simulating responses to water for perennial ryegrass. A single crop file was developed for managing a full season and can be confidently applied to direct future research to improve the understanding of the necessary processes and interactions for the development of perennial herbaceous forage crops.
Title: Calibration and Validation of the FAO AquaCrop Water Productivity Model for Perennial Ryegrass (Lolium perenne L.)
Description:
Crop models that can accurately estimate yield and final biomass have been used for major herbaceous crops and to a lesser extent in forage systems.
The AquaCrop version 7.
0 contains new modules that have been introduced to simulate the growth and production of perennial herbaceous forage crops.
Simulated forage yields as a function of water consumption provide valuable information that allows farmers to make decisions for adapting to both climate variability and change.
The study aimed to calibrate and validate the AquaCrop model for perennial ryegrass (Lolium perenne L.
) in the high tropics of Colombia (South America).
The experiments were conducted during two consecutive seasons, in which perennial ryegrass meadows were subjected to two irrigation regimes: full irrigation and no irrigation.
The model was evaluated using precision, accuracy, and simulation error indices.
The overall performance of AquaCrop in simulating canopy cover, biomass and soil water content showed a good match between measured and simulated data.
The calibration results indicated an acceptable measurement of simulated canopy cover (CC) (R2 = 0.
95, d-index = 0.
41, RMSE = 9.
4%, NRMSE = 12.
2%, and FE = −21.
72).
The model satisfactorily simulated cumulative dry mass (R2 = 0.
95, d-index = 0.
98, RMSE = 2.
63 t ha−1, NRMSE = 11.
8%, and FE = 0.
94).
Though the biomass values obtained in the end-of-season cuts were underestimated by the model, soil water content was simulated with reasonable accuracy (R2 = 0.
82, d-index = 0.
84, RMSE = 6.
10 mm, NRMSE = 4.
80%, and FE = 0.
32).
During validation, CC simulations were good, except under water deficit conditions, where model performance was poor (R2 = 0.
42, d-index = 0.
01, RMSE = 40.
60%, NRMSE = 40.
90%, and FE = −25.
71); biomass and soil water content simulations were reasonably good.
The above results confirmed AquaCrop’s (v 7.
0) suitability for simulating responses to water for perennial ryegrass.
A single crop file was developed for managing a full season and can be confidently applied to direct future research to improve the understanding of the necessary processes and interactions for the development of perennial herbaceous forage crops.
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