A process model for explaining genotypic and environmental variation in growth and yield of rice based on measured plant N accumulation |
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| Authors: | Hiroe Yoshida Takeshi Horie |
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| Institution: | aNational Agriculture and Food Research Organization, Kannondai 3-1-1, Tsukuba, Ibaraki 305-8517, Japan |
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| Abstract: | The objective of this study was to develop a mechanistic model for simulating the genotypic and environmental variation in rice growth and yield based on measured plant N accumulation. The model calibrations and evaluations were conducted for rice growth and yield data obtained from a cross-locational experiment on 9 genotypes at 7 climatically different locations in Asia. The rough dry grain yield measured in the experiment ranged from 71 to 1044 g m−2 over the genotypes and locations. An entire process model was developed by integrating sub-models for simulating the processes of leaf area index development, partitioning of nitrogen within plant organs, vegetative biomass growth, spikelet number determination, and yield. The entire process model considered down-regulation of photosynthesis caused by limited capacity for end-product utilization in growing sink organs by representing canopy photosynthetic rate as a function of sugar content per unit leaf nitrogen content. The model well explained the observed genotypic and environmental variation in the dynamics of above-ground biomass growth (for validation dataset, R2 = 95), leaf area index development (R2 = 0.82) and leaf N content (R2 = 0.85), and spikelet number per unit area (R2 = 0.67) and rough grain yield (R2 = 0.66), simultaneously. The model calibrations for each sub-model and the entire process model against observed data identified 10 genotype-specific model parameters as important traits for determining genotypic differences in the growth attributes. Out of the 10 parameters, 5 were related to the processes of phenological development and spikelet sterility, considered to be major determinants of genotypic adaptability to climate. The other 5 parameters of stomatal conductance, radiation extinction coefficient, nitrogen use efficiency in spikelet differentiation, critical leaf N causing senescence, and potential single grain mass had significant influence on the yield potential of genotypes under given climate conditions. |
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| Keywords: | Crop model Genotype-by-environment interaction Sink– source balance Nitrogen use efficiency |
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