ANALYSIS OF THE LACTATION CURVE OF MURRAH BUFFALOES WITH MIXED NON-LINEAR MODELS

Autores/as

  • Carlos Luna-Palomera
  • Joel Domínguez-Viveros
  • Guadalupe Nelson Aguilar-Palma
  • Francisco Castillo-Rangel
  • Fernando Sánchez-Dávila
  • Ulises Macías-Cruz

DOI:

https://doi.org/10.29393/CHJAAS37-22ALCU60022

Palabras clave:

Bubalinoculture, lactation period, milk production, model selection, tropical cattle

Resumen

This study aimed to evaluate the lactation curve of female Murrah buffaloes, using mixed nonlinear
models (NLM), across three lactation periods (180 d, 210 d, and 240 d). A total of 5334 data on
daily milk production (kg) were analyzed. The data were collected every seven days in the interval of
one to 250 days of lactation, corresponding to 221 lactations and 145 females, with calvings from 2017
to 2019. The data came from a herd located in the Centro municipality, Tabasco, Mexico. Five NLM
were evaluated: Wood (WOD), Wiltmink (WIL), Cobby (COB), Brody (BRO), Sikka (SIK). The best
fit model was selected based on the mean prediction error, mean absolute percentage error (MAPE),
prediction error variance, coefficient of determination (R2), concordance correlation coefficient (CCC),
Akaike (AIC) and Bayesian (BIC) information criteria. A regression analysis was performed between
the observed and predicted values. All the NLM had a R2 above 0.91. They tend to underestimate
the predictions, without residual autocorrelation. The MAPE showed an average value of 23.5%.
The best fit model was WOD, followed by SIK and BRO. For WIL and COB, the mixed model did
not improve the fitting. The shortest lactation period showed the best fit, followed by the 210 d
and 240 d periods. The relationship between observed:predicted values fluctuated from 0.65 to 1.00,
with an average value of 0.94. The use of NLM transcended in the AIC and BIC. The evaluated
models showed goodness of fit, with good predictability, but low values in accuracy and precision
of prediction.

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Publicado

2021-12-17

Cómo citar

Luna-Palomera, C. ., Domínguez-Viveros, J. ., Aguilar-Palma, G. N. ., Castillo-Rangel, F. ., Sánchez-Dávila, F. ., & Macías-Cruz, U. . (2021). ANALYSIS OF THE LACTATION CURVE OF MURRAH BUFFALOES WITH MIXED NON-LINEAR MODELS. Chilean Journal of Agricultural & Animal Sciences, 37(3), 200-208. https://doi.org/10.29393/CHJAAS37-22ALCU60022

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Investigaciones