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Use of Predicted Behavior from Accelerometer Data Combined with GPS Data to Explore the Relationship between Dairy Cow Behavior and Pasture Characteristics

机译:使用加速度计数据的预测行为与GPS数据相结合探索奶牛行为与牧场特征之间的关系

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摘要

Our aim in this study was to investigate whether the behaviors of dairy cows on pasture, predicted with accelerometer data and combined with GPS data, can be used to better understand the relationship between behaviors and pasture characteristics. During spring 2018, 26 Holstein cows were equipped with a 3D-accelerometer and a GPS sensor fixed on a neck-collar for five days. The cows grazed alternatively in permanent and in temporary grasslands. The structural elements, soil moisture, slope and botanical characteristics were identified. Behaviors were predicted every 10 s from the accelerometer data and combined with the GPS data. The time-budgets expressed in each characterized zone of 8 m × 8 m were calculated. The relation between the time-budgets and pasture characteristics was explored with a linear mixed model. In the permanent grassland, dairy cows spent more time under a tree to ruminate (p < 0.001) and to rest (p < 0.001) and more time to graze in areas with Holcus lanatus (p < 0.001). In the temporary grassland, behavior was influenced by the external environment (presence of other animals on the farm; p < 0.05). Thus, this methodology seems relevant to better understand the relationship between the behaviors of dairy cows and grazing conditions to develop precision grazing.
机译:我们的目的在本研究中是为了调查牧场在牧场上的行为,预测加速度计数据并与GPS数据相结合,可用于更好地了解行为和牧场特征之间的关系。 2018年春季,荷斯坦奶牛26款配备3D加速度计,并固定在颈部环上的GPS传感器五天。奶牛可在永久性和临时草原中放牧。鉴定了结构元素,土壤水分,坡度和植物特征。每10秒从加速度计数据预测行为并与GPS数据相结合。计算在每个特征区域为8m×8m的时间预算。用线性混合模型探索了时预算与牧场特征之间的关系。在永久性草地上,奶牛在树下花了更多的时间来响其蒸煮(p <0.001)并休息(p <0.001),更多的时间在Holcus lanatus(p <0.001)的区域内擦拭。在临时草地,行为受外部环境的影响(农场上的其他动物; P <0.05)。因此,这种方法似乎与更好地了解奶牛和放牧条件之间的行为之间的关系,以开发精度放牧。

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