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Designing crop technology for a future climate: An example using response surface methodology and the CERES-Wheat model
Authors:P Dhungana  KM Eskridge  A Weiss  PS Baenziger
Institution:1. Department of Statistics, University of Nebraska – Lincoln, Lincoln, NE 68583, USA;2. School of Natural Resource sciences, University of Nebraska – Lincoln, Lincoln, NE 68583, USA;3. Department of Agronomy and Horticulture, University of Nebraska – Lincoln, Lincoln, NE 68583, USA
Abstract:Future crop production will be adapted to climate change by implementing alternative management practices and developing new genotypes that are adapted to future climatic conditions. It is difficult to predict what new agronomic technologies will be necessary for crop production under future climatic conditions. The purpose of this work was to develop an approach useful in identifying crop technologies for future climatic conditions. As an example of the approach, we used response surface methodology (RSM) in connection with the CERES-Wheat model and the HADCM2 climate simulation model to identify optimal configurations of plant traits and management practices that maximize yield of winter wheat in high CO2 environments. The simulations were conducted for three Nebraska locations differing in altitude and rainfall (Lincoln, Dickens and Alliance), which were considered representative of winter wheat growing areas in the central Great Plains. At all locations, the identified optimal winter wheat cultivar under high CO2 conditions had a larger number of tillers, larger kernel size, fewer days to flower, grew faster and had more kernels m−2 than the check cultivar under normal CO2 conditions. In addition, optimal sowing dates were later and optimal plant densities were smaller than under normal conditions. We concluded that RSM used in conjunction with crop and climate simulation models was useful in understanding the complex relationship between wheat genotypes, climate and management practices.
Keywords:Optimization  Method of steepest ascent  Climate change  CERES-Wheat model  High CO2 conditions
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