NONLINEAR MODELS FOR FITTING GROWTH CURVES OF NELLORE COWS REARED IN THE AMAZON BIOME

K. N. D. S. Marinho, A. R. Freitas, A. Falcão, F. Dias
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引用次数: 20

Abstract

Growth curves of Nellore cows were estimated by comparing six nonlinear models: Brody, Logistic, two alternatives by Gompertz, Richards and Von Bertalanffy. The models were fitted to weight-age data, from birth to 750 days of age of 29,221 cows, born between 1976 and 2006 in the Brazilian states of Acre, Amapa, Amazonas, Para, Rondonia, Roraima and Tocantins. The models were fitted by the Gauss-Newton method. The goodness of fit of the models was evaluated by using mean square error, adjusted coefficient of determination, prediction error and mean absolute error. Biological interpretation of parameters was accomplished by plotting estimated weights versus the observed weight means, instantaneous growth rate, absolute maturity rate, relative instantaneous growth rate, inflection point and magnitude of the parameters A (asymptotic weight) and K (maturing rate). The Brody and Von Bertalanffy models fitted the weight-age data but the other models did not. The average weight (A) and growth rate (K) were: 384.6±1.63 kg and 0.0022±0.00002 (Brody) and 313.40±0.70 kg and 0.0045±0.00002 (Von Bertalanffy). The Brody model provides better goodness of fit than the Von Bertalanffy model.
拟合亚马逊地区生长曲线的非线性模型
通过比较Brody、Logistic、Gompertz、Richards和Von Bertalanffy的两种替代模型,估计了Nellore奶牛的生长曲线。这些模型与1976年至2006年间出生在巴西阿卡州、阿马帕州、亚马逊州、帕拉州、朗多尼亚州、罗赖马州和托坎廷斯州的29221头奶牛从出生到750天的体重年龄数据进行了匹配。模型采用高斯-牛顿法拟合。采用均方误差、调整后的决定系数、预测误差和平均绝对误差评价模型的拟合优度。参数的生物学解释是通过绘制估计的权重与观察到的权重均值、瞬时生长率、绝对成熟率、相对瞬时生长率、拐点和参数A(渐近权重)和K(成熟率)的大小来完成的。Brody和Von Bertalanffy的模型符合体重年龄数据,但其他模型没有。平均体重(A)和生长率(K)分别为:384.6±1.63 kg和0.0022±0.00002 (Brody)和313.40±0.70 kg和0.0045±0.00002 (Von Bertalanffy)。与Von Bertalanffy模型相比,Brody模型具有更好的拟合优度。
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