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

机译:花卉生物学的随机模型及其在油菜(Brassica Napus L.)生育的研究中的应用

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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:每个豆荚的种子数是产量的重要决定因素。通过研究花器器官和种子生产的发育模式之间的关系,可以提供新的产量和种子质量改善线索。在本文中,提出了植物花序生育能力的概率模型。从生物学的角度来看,种子发展可以被视为可以用随机法规建模的若干生理过程的组合。 2008年格里尼顿(法国)在石油油菜上进行了实验,以校准该模型。实施广泛的最小二乘法以估计模型参数。根据花的位置对参数的变化进行分析。此外,我们讨论了导致花序内种子产量变异的原因,并将其与我们的模型相关联。该模型再现井每花的胚珠数量的分布以及每个豆荚的最终种子的数量。我们推导了一项法律来描述在实验难以观察的耻辱上的花粉颗粒的分布。该模型是迈向动态模型的第一步,考虑到油菜建筑的复杂性,旨在量化授粉或营养竞争对种子生产的影响。

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