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首页> 外文期刊>Acta Horticulturae >Using Hidden Semi-Markov Chains to Compare the Shoot Structure of Three Different Almond Cultivars
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Using Hidden Semi-Markov Chains to Compare the Shoot Structure of Three Different Almond Cultivars

机译:使用隐藏的半马尔可夫链比较三种不同杏仁品种的枝条结构

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摘要

Shoot structure, resulting from lateral branching and flowering patterns, determines final tree form, fruit bearing habit, and cropping potential. The genetic make-up of different cultivars controls vegetative and reproductive growth, but few structural studies have been done to systematically describe almond shoot structure. A specific class of Markovian models, referred to as hidden semi-Markov chains (HSMC), has been proposed to identify and characterize branching and flowering patterns in fruit trees. This type of model is particularly appropriate when the shoot structure is organized as a succession of homogeneous branching zones and captures the variable character of the observed patterns. This study reports the first almond HSMC analysis of shoot structure based on data collected from epicormic shoots and five length categories of proleptic shoots in three almond cultivars with distinctly different tree architecture. 'Nonpareil' is the most important cultivar grown in California and has a relatively spreading tree habit. 'Aldrich' is a newer cultivar with an upright growth habit, and 'Winters' has a spreading habit with a high tendency for sylleptic branching on proleptic shoots. Shoots of these three cultivars were analyzed to determine different zones that could be classified according to lateral bud fates and the number of flower buds at each node. This modeling technique showed that almond shoot structures are highly organized and predictable. Substantial differences were found in thestructure of the proleptic shoots of similar length, among the cultivars, but fewer differences were found among epicormic shoots. For long shoots, 'Aldrich' had the highest probability of flower buds and 'Winters' had the greatest lateral branching distributed along shoots. 'Nonpareil' had similar branching probabilities as 'Aldrich' and its probability of flower buds was similar to 'Winters'. It is anticipated that these HSMC will be useful for identifying desirable shoot structures for cultivar improvement and will help to explain the differences in tree architecture and cropping potential among cultivars.
机译:由横向分支和开花模式产生的枝条结构决定了最终的树形,结实的习性和种植潜力。不同品种的遗传组成控制着营养和生殖的生长,但是很少进行结构研究来系统地描述杏仁芽的结构。已经提出了一类特定的马尔可夫模型,称为隐半马尔可夫链(HSMC),以识别和表征果树中的分支和开花模式。当枝条结构被组织为一系列均匀的分支区域并捕获观察到的模式的可变特征时,这种类型的模型特别合适。这项研究基于从表皮芽和五个长度不同的树种结构杏仁品种的长茎类别中收集的数据,报告了首次杏仁HSMC芽结构分析。 “ Nonpareil”是加利福尼亚州种植的最重要的品种,并具有相对较普遍的树木习性。 “ Aldrich”是一种具有直立生长习性的较新品种,“ Winters”具有传播习性,在易生芽上有较高的糖分分支倾向。分析了这三个品种的芽,以确定可以根据侧芽命运和每个节上的花芽数量分类的不同区域。这种建模技术表明杏仁芽结构高度组织化且可预测。在不同品种的相似长度的多生芽的结构中发现了很大的差异,而在表皮茎之间的差异却很小。对于长芽,“ Aldrich”具有最高的花蕾可能性,而“ Winters”具有沿芽分布的最大横向分支。 “ Nonpareil”具有与“ Aldrich”相似的分支概率,并且其花芽的概率与“ Winters”相似。预计这些HSMC将有助于确定所需的用于改良品种的枝条结构,并有助于解释树木结构和栽培品种之间的差异。

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