应用替代非线性模型来预测的生长曲线
1Department of Animal Science, Faculty of Agricultural Sciences, University of Guilan, Rasht, Iran.
PloS one
|April 15, 2025
概括
摩根模型最好地描述了的生长模式,其表现优于其他非线性函数. 这一发现有助于理解和预测 (Alectoris rufa) 的生长曲线.
科学领域:
- 动物科学动物科学
- 定量生物学 定量生物学
- 统计建模 统计建模
背景情况:
- 了解动物生长模式对于有效的管理和育种计划至关重要.
- 非线性模型越来越多地用于准确地表示复杂的生物生长轨迹.
研究的目的:
- 评估和比较八个非线性数学函数来描述的生长.
- 确定最适合的模型来预测的体重和生长速度.
主要方法:
- 通过使用SAS NLIN和MODEL程序,将八个非线性函数与的体重数据相匹配.
- 用调整的确定系数,RMSE,AIC和BIC等适用性标准来评估模型的性能.
- 使用所选模型的第一个导数分析了增长率.
主要成果:
- 摩根模型表明,它最适合雄性和雌性的生长曲线.
- 所有模型都能很好地预测最终的体重,而摩根模型表现出卓越的性能.
- 绝对生长率在男性42天,女性35天达到顶峰,然后下降.
结论:
- 摩根非线性函数是强烈推准确建模的生长曲线.
- 这种模型为各种品种提供了一种有价值的替代传统功能.
- 这些发现提供了对特定物种生长动态和最佳管理周期的见解.
相关概念视频
Parametric Survival Analysis: Weibull and Exponential Methods
283
Parametric survival analysis models survival data by assuming a specific probability distribution for the time until an event occurs. The Weibull and exponential distributions are two of the most commonly used methods in this context, due to their versatility and relatively straightforward application.
Weibull Distribution
The Weibull distribution is a flexible model used in parametric survival analysis. It can handle both increasing and decreasing hazard rates, depending on its shape parameter...
Weibull Distribution
The Weibull distribution is a flexible model used in parametric survival analysis. It can handle both increasing and decreasing hazard rates, depending on its shape parameter...
283
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
29
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
29
Mechanistic Models: Compartment Models in Individual and Population Analysis
18
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
18
Conservation of Declining Populations
9.6K
Conservation of declining population focuses on ways of detecting, diagnosing, and halting a population decline. The approach uses methods to prevent populations from going extinct.
9.6K
Limits to Natural Selection
30.9K
Organisms that are well-adapted to their environment are more likely to survive and reproduce. However, natural selection does not lead to perfectly adapted organisms. Several factors constrain natural selection.
30.9K
Survival Curves
71
Survival curves are graphical representations that depict the survival experience of a population over time, offering an intuitive way to track the proportion of individuals who remain event-free at each time point. These curves are widely used in fields such as medicine, public health, and reliability engineering to visualize and compare survival probabilities across different groups or conditions.
The Kaplan-Meier estimator is the most common method for constructing survival curves. This...
The Kaplan-Meier estimator is the most common method for constructing survival curves. This...
71


