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The VegSyst crop simulation model was developed to simulate daily crop biomass production, N uptake and crop evapotranspiration (ETc).
Ewert, F. et al. Effects of elevated CO2 and drought on wheat: testing crop simulation models for different experimental and climatic conditions.
In this study, the Kraalingen crop simulation model was used to demonstrate the concept and feasibility of the "plug and play" architecture for crop simulation models.
We also found that multiple refinements to the crop simulation procedures led to improvements in the "uncalibrated" approach.
Crop simulation models will gain wider acceptance if they are robust, accessible and easy to use.
Familiarity using basic machine learning techniques such as random forests and support vector machines, and/or crop simulation models is desired.
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The assessment relies on the DSSAT crop model simulation of maize under current climate and future projections (19 Global Climate Models and 2 Representative Concentration Pathways).
DyNoFlo is an integrated dynamic model that incorporates Markov-chain simulation of cow flows and crop model simulations for historical climatic years (El Niño, La Niña, and Neutral years).
The simulated NPP for C4 crop simulations of the year 2000 are used for our study and are available at the regional level by AEZ in Additional file 2. We use NPPC4 data as a proxy for yield to calculate the regional land conversion factors by AEZ using the relationship defined in Equation 1.
Remotely-sensed yields include two versions calibrated to FP and CC yields (calibrated), and an alternative based on crop model simulations, using no ground data (uncalibrated).
Although not a crop physiology simulation model, the proposed SBOCM can be used for perennial simulation and one-year rice predictions within certain scale ranges.
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