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A Composite Model of Growth, Pregnancy and Lactation

机译:成长,怀孕和哺乳期的复合模型

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Mathematical models of pre- and postnatal growth, pregnancy and lactation were combined and implemented using object-orientated computer code to form an energy-based model of a dairy cow. Each simulated cow 'grows', can have a computer pregnancy withmultiple offspring, growing its fetuses to term, and 'lactates' at parturition. Each fetus is implemented as a separate entity and thus, after birth, is also capable of growth, pregnancy and lactation. Every cow (and fetus) can have different genetics, allowing the evolution of a herd over time to be modelled. The model uses dynamic energy partitioning between growth, pregnancy and lactation in a manner sensitive to intake. Additionally, milk production is sensitive to milking frequency (MF), and fetalgrowth is sensitive to number of siblings.The model was fitted to milk yield (MY) and live weight (LW) data from 82 Hoi-stein x Friesian cows on an individual cow basis, with up to 3 consecutive years of data for each cow. The model had R2 values of 0.57 for LW and 0.88 for MY. The parameterizedmodel proved useful for simulating the effects of management decisions either on a single animal or at a herd level. Results are presented from previous studies, which used the model to investigate the outcomes of different MFs under different nutritional scenarios, and as part of a decision-making tool for manipulating MF and feed to optimize profit in a pasture-based system. Additionally, simulations of singleton and twin fetal growth, and the response of the mammary gland to varying demand during suckling, are presented.
机译:使用面向对象的计算机代码合并并实施妊娠和哺乳期的数学模型,并利用面向对象的计算机代码来形成奶牛的能量基模型。每个模拟的牛的牛'生长',可以有一台计算机妊娠,并在唯一的胎儿中生长胎儿,并在份额中“乳酸乳酸”。每个胎儿都被实施为单独的实体,因此出生后,也能够生长,怀孕和哺乳。每头牛(和胎儿)都可以具有不同的遗传学,允许随着时间的推移演变。该模型在增长,怀孕和哺乳期间以对摄入敏感的方式使用动态能量分区。此外,牛奶生产对挤奶频率(MF)敏感,并且胎儿生长对兄弟姐妹的数量敏感。该模型适用于牛奶产量(我的)和82个Hoi-Stein X Friesian奶牛的活重(LW)数据牛的基础,每台牛连续3年的数据。 LW的LW和0.88的模型具有0.57的R2值。参数化模型证明,用于模拟在单个动物或牧群水平上的管理决策的影响。结果来自以前的研究,它使用该模型在不同的营养情景下调查不同MFS的结果,以及用于操纵MF的决策工具的一部分,以优化基于牧场的系统中的利润。此外,还介绍了单例和双胎儿生长的模拟,以及乳腺在哺乳期间对不同需求的响应。

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