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The mathematical description of lactation curves in dairy cattle

机译:奶牛泌乳曲线的数学描述

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摘要

This review gives an overview of the mathematical modelling of lactation curves in dairy cattle. Over the last ninety years, the development of this field of study has followed the main requirements of the dairy cattle industry. Non-linear parametric functions have represented the preferred tools for modelling average curves of homogeneous groups of animals, with the main aim of predicting yields for management purposes. The increased availability of records per individual lactations and the genetic evaluation based on test day records has shifted the interest of modellers towards more flexible and general linear functions, as polynomials or splines. Thus the main interest of modelling is no longer the reconstruction of the general pattern of the phenomenon but the fitting of individual deviations from an average curve. Other specific approaches based on the modelling of the correlation structure of test day records within lactation, such as mixed linear models or principal component analysis, have been used to test the statistical significance of fixed effects in dairy experiments or to create new variables expressing main lactation curve traits. The adequacy of a model is not an absolute requisite, because it has to be assessed according to the specific purpose it is used for. Occurrence of extended lactations and of new productive and functional traits to be described and the increase of records coming from automatic milking systems likely will represent some of the future challenges for the mathematical modelling of the lactation curve in dairy cattle.
机译:这篇综述概述了奶牛泌乳曲线的数学模型。在过去的九十年中,该研究领域的发展遵循了奶牛业的主要要求。非线性参数函数代表了建模动物同质组的平均曲线的首选工具,其主要目的是为管理目的预测产量。每次泌乳的记录可用性增加以及基于测试日记录的遗传评估使建模人员的兴趣转向了更灵活,更通用的线性函数,如多项式或样条曲线。因此,建模的主要兴趣不再是现象的一般模式的重建,而是与平均曲线的个体偏差的拟合。其他基于哺乳期测试日记录相关结构建模的特定方法(例如混合线性模型或主成分分析)已用于检验乳品实验中固定效应的统计显着性,或创建表达主要泌乳的新变量曲线特征。模型的充分性不是绝对必要的,因为必须根据模型的特定用途对其进行评估。泌乳期延长以及将要描述的新生产性和功能性状的出现以及自动挤奶系统记录的增加可能代表着奶牛泌乳曲线数学建模的一些未来挑战。

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