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Stochastic Models in Floral Biology and its Application to the Study of Oilseed Rape (Brassica napus L.) Fertility

机译:花卉生物学中的随机模型及其在油菜(Brassica napus L.)育性研究中的应用

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摘要

The number of seeds per pod is an important determinant of yield. New clues of yield and seed quality improvement can be provided by studying the relation between the developmental patterns of floral organs and seed production. In this article, a probabilistic model of plant inflorescence fertility is presented. From a biological point of view, seed development can be viewed as the combination of several physiological processes that can be modeled with stochastic laws. Experiments were made on oilseed rape in Grignon (France) in 2008 to calibrate the model. A Generalized Least Square method was implemented to estimate the model parameters. The variations of parameters were analyzed according to the position of flowers. Furthermore, we discussed the causes that lead to the variation of seed production within the inflorescence and related them to our model. The model reproduces well the distribution of the number of ovules per flower as well as the number of final seeds per pod. We deduced a law to describe the distribution of pollen grains on the stigma that is quite difficult to be observed experimentally. This model is the first step towards a dynamic model taking into account the complexity of the oilseed rape architecture, which is aimed to quantify the influence of pollination or trophic competition on seed production.
机译:每荚的种子数量是产量的重要决定因素。通过研究花卉器官的发育方式与种子生产之间的关系,可以提供产量和种子质量改善的新线索。本文提出了一种植物花序育性的概率模型。从生物学的角度来看,种子的发育可以看作是几种生理过程的结合,可以用随机定律进行建模。为了校准模型,2008年在法国格里尼翁(Grignon)对油菜进行了实验。实施了广义最小二乘法来估计模型参数。根据花的位置分析了参数的变化。此外,我们讨论了导致花序内种子产量变化的原因,并将其与我们的模型相关联。该模型很好地再现了每朵花的胚珠数量以及每只豆荚的最终种子数量的分布。我们推导了一个定律来描述花粉颗粒在柱头上的分布,这是很难通过实验观察到的。该模型是考虑油菜结构复杂性的动态模型的第一步,该模型旨在量化授粉或营养竞争对种子生产的影响。

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