首页> 外文会议>ACRS 2011;Asian conference on remote sensing >MONITORING GRAZING BEHAVIOR OF CATTLE WITH AN ACCELEROMETRY-BASED ACTIVITY MONITOR AND GPS
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MONITORING GRAZING BEHAVIOR OF CATTLE WITH AN ACCELEROMETRY-BASED ACTIVITY MONITOR AND GPS

机译:利用基于加速度的活动监测器和GPS监测牛的掠食行为

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Spatio-temporal information on the grazing behavior of animals can help farmers do the efficient management of the pasture and animals. For the purpose of establishing an easily monitoring system of grazing behaviors of cattle, we developed a simple method for discriminating the activity and location for eating from the other activities and locationsusing an accelerometry-based activity monitor, the Kenz Lifecorder (LCEX; Suzuken Co Ltd, Nagoya, Japan), combined with a global positioning system (GPS). The study was conducted in a mixed sown pasture (2.85 ha) located on a northeast slope (ca. 8.3°) ranging from 115 to 135 m above sea level. Four cows of 20 cows grazed in the pasture were fitted LCEX-GPS collars over the course of four days (June 14 to June 18, 2010) and were recorded the activity count and the location every 4 seconds and 1 minutes, respectively. We also observed behaviors of the four cows for 15 hours and classified the activities into eating, ruminating and resting every minute. Logistic regression (LR) and linear discriminant analysis (LDA) were applied to the dataset (LCEX and observation data) to distinguish eating and other activities (resting and ruminating). The LDA results showed a higher correct discrimination percentage for all cows (90.6 to 94.6%) than did the LR results (80.8 to 91.8%). Applying the LDA function over the whole period of LCEX data, the time spent eating averaged 443 to 475 minutes per day (30.7 to 33.0%). By using the locations obtained by the GPS collars, we determined the spatial distribution patterns of eating and other activities of cattle. During the daylight period, the cows mostly grazed in the lower-altitude area of the paddock, covering a wider area than at night. During the midnight, the cows spent most of their time in the higher-altitude area of the paddock, with less eating activity.
机译:有关动物放牧行为的时空信息可以帮助农民进行牧场和动物的有效管理。为了建立易于监控的牛放牧行为系统,我们开发了一种简单的方法,该方法使用基于加速度计的活动监视器Kenz Lifecorder(LCEX; Suzuken Co Ltd ,日本名古屋)与全球定位系统(GPS)结合使用。该研究是在海拔115至135 m的东北坡(约8.3°)上的混合播种牧场(2.85公顷)中进行的。在为期4天(2010年6月14日至2010年6月18日)的过程中,在牧场上放牧的20头母牛中的4头母牛安装了LCEX-GPS项圈,并分别每4秒和1分钟记录一次活动计数和位置。我们还观察了这四头牛在15个小时内的行为,并将其活动分为每分钟进食,反刍和休息。将逻辑回归(LR)和线性判别分析(LDA)应用于数据集(LCEX和观察数据)以区分进食和其他活动(休息和反省)。 LDA结果显示,所有母牛的正确判别百分比(90.6%至94.6%)高于LR结果(80.8%至91.8%)。在整个LCEX数据期间应用LDA函数,平均每天花费443至475分钟(30.7至33.0%)的饮食时间。通过使用GPS项圈获得的位置,我们确定了牛的进食和其他活动的空间分布模式。在白天,奶牛大多在围场低海拔地区放牧,覆盖范围比晚上更广。在午夜,母牛大部分时间都在围场的高海拔地区,进食活动较少。

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