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描述北京鸭生长曲线的非线性模型比较

Comparison of Nonlinear Models for Describing the Growth Curve of Pekin Ducks.

作者信息

Ghavi Hossein-Zadeh Navid

机构信息

Department of Animal Science, Faculty of Agricultural Sciences, University of Guilan, Rasht, Iran.

出版信息

Vet Med Sci. 2025 Mar;11(2):e70268. doi: 10.1002/vms3.70268.

Abstract

BACKGROUND

Ducks are used to produce a significant amount of meat in some regions of the world. The enhancement of duck production systems necessitates the development of parameterized mathematical models that accurately depict duck growth, encompassing the assessment of various management and nutritional strategies.

OBJECTIVE

This research aimed to elucidate the growth trajectory of Danish and French Pekin ducks by applying nonlinear modelling techniques.

METHODS

A total of 10 nonlinear mathematical functions (Brody, negative exponential, logistic, Gompertz, Von Bertalanffy, Richards, Schumacher, Morgan, Lomolino and Weibull) were employed in this study. The performance of the models was systematically evaluated, and the behaviour of the models was scrutinized throughout the process of fitting nonlinear regression curves. The overall goodness-of-fit for each model to a variety of data profiles was determined through the application of the adjusted coefficient of determination, root mean square error, Akaike's information criterion and Bayesian information criterion.

RESULTS

The adjusted coefficient of determination values associated with each model exhibit generally elevated levels, signifying that the models demonstrate a strong overall compatibility with the data. According to the established goodness-of-fit criteria, the Gompertz model emerged as the most suitable mathematical function for accurately representing the growth trajectory of Danish and French Pekin ducks. In contrast, the Brody model exhibited the least favourable fit to the growth patterns of Danish and French Pekin ducks. Analysing the first derivative of the Gompertz model, the absolute growth rates for Danish and French Pekin ducks as a function of time indicated a progressive increase in these rates with advancing age, peaking at 23 and 24 days of age, respectively, before subsequently declining.

CONCLUSION

An analysis of the various growth models employed in this research revealed that nonlinear functions have the ability to fit Pekin duck body weight records.

摘要

背景

在世界上的一些地区,鸭子被用于生产大量肉类。提高鸭子生产系统需要开发参数化数学模型,以准确描述鸭子的生长情况,包括评估各种管理和营养策略。

目的

本研究旨在通过应用非线性建模技术来阐明丹麦和法国北京鸭的生长轨迹。

方法

本研究共采用了10种非线性数学函数(布罗迪函数、负指数函数、逻辑斯蒂函数、冈珀茨函数、冯·贝塔朗菲函数、理查兹函数、舒马赫函数、摩根函数、洛莫利诺函数和威布尔函数)。系统评估了模型的性能,并在拟合非线性回归曲线的整个过程中仔细研究了模型的行为。通过应用调整后的决定系数、均方根误差、赤池信息准则和贝叶斯信息准则,确定了每个模型对各种数据概况的整体拟合优度。

结果

与每个模型相关的调整后的决定系数值总体上呈现出较高的水平,这表明模型与数据显示出很强的整体兼容性。根据既定的拟合优度标准,冈珀茨模型成为最适合准确表示丹麦和法国北京鸭生长轨迹的数学函数。相比之下,布罗迪模型对丹麦和法国北京鸭生长模式的拟合效果最差。分析冈珀茨模型的一阶导数,丹麦和法国北京鸭的绝对生长率作为时间的函数表明,这些生长率随着年龄的增长而逐渐增加,分别在23日龄和24日龄达到峰值,随后下降。

结论

对本研究中使用的各种生长模型的分析表明,非线性函数能够拟合北京鸭的体重记录。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e596/11826326/ac3ad0a33fb2/VMS3-11-e70268-g002.jpg

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