Description of a detection model for oestrus and diseases in dairy cattle based on time series analysis combined with a Kalman filter

被引:64
作者
de Mol, RM
Keen, A
Kroeze, GH
Achten, JMFH
机构
[1] DLO, Inst Agr & Environm Engn, IMAG, NL-6700 AA Wageningen, Netherlands
[2] DLO, CPRO, Ctr Biometry, NL-6700 AA Wageningen, Netherlands
关键词
dairy cattle; oestrus detection; health monitoring; time series; Kalman filter; management information systems;
D O I
10.1016/S0168-1699(99)00016-2
中图分类号
S [农业科学];
学科分类号
09 [农学];
摘要
Sensor measurements can be used in dairy farming for the detection of oestrus and diseases. A new model has been developed to process the measured variables in a combined way. It is based on time series models for milk yield, milk temperature, electrical conductivity of quarter milk and the cow's activity, and a probability distribution for the concentrates leftovers. The parameters of the time series models and the probabilities are fitted on-line for each cow after each milking by Kalman filters. This makes it possible to combine the variables and to generate cow-specific alerts. Global results on the detection of oestrus, mastitis and other diseases are given. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:171 / 185
页数:15
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