Accéder directement au contenu Accéder directement à la navigation
Article dans une revue

A new standard model for milk yield in dairy cows based on udder physiology at the milking-session level

Abstract : Milk production in dairy cow udders is a complex and dynamic physiological process that has resisted explanatory modelling thus far. The current standard model, Wood’s model, is empirical in nature, represents yield in daily terms, and was published in 1967. Here, we have developed a dynamic and integrated explanatory model that describes milk yield at the scale of the milking session. Our approach allowed us to formally represent and mathematically relate biological features of known relevance while accounting for stochasticity and conditional elements in the form of explicit hypotheses, which could then be tested and validated using real-life data. Using an explanatory mathematical and biological model to explore a physiological process and pinpoint potential problems (i.e., “problem finding”), it is possible to filter out unimportant variables that can be ignored, retaining only those essential to generating the most realistic model possible. Such modelling efforts are multidisciplinary by necessity. It is also helpful downstream because model results can be compared with observed data, via parameter estimation using maximum likelihood and statistical testing using model residuals. The process in its entirety yields a coherent, robust, and thus repeatable, model.
Type de document :
Article dans une revue
Liste complète des métadonnées

https://hal.archives-ouvertes.fr/hal-01607660
Déposant : Archive Ouverte Prodinra <>
Soumis le : mardi 3 octobre 2017 - 00:08:43
Dernière modification le : mardi 18 août 2020 - 10:58:02

Lien texte intégral

Identifiants

Collections

Citation

Patrick Gasqui, Jean-Marie Trommenschlager. A new standard model for milk yield in dairy cows based on udder physiology at the milking-session level. Scientific Reports, Nature Publishing Group, 2017, 7 (1), ⟨10.1038/s41598-017-09322-x⟩. ⟨hal-01607660⟩

Partager

Métriques

Consultations de la notice

432