Technical note: Evaluation of an ear-attached movement sensor to record cow feeding behavior and activity

被引:121
作者
Bikker, J. P. [1 ]
van Laar, H. [1 ,2 ]
Rump, P. [3 ]
Doorenbos, J. [2 ]
van Meurs, K. [3 ]
Griffioen, G. M. [3 ]
Dijkstra, J. [1 ]
机构
[1] Wageningen Univ, Anim Nutr Grp, NL-6700 AH Wageningen, Netherlands
[2] Nutreco R&D, NL-5830 AE Boxmeer, Netherlands
[3] Agis Automatisering, Harmelen, Netherlands
关键词
sensor technology; dairy cow behavior; ruminating; MONITORING RUMINATION; AUTOMATIC SYSTEM; DAIRY; COEFFICIENT; AGREEMENT; OVULATION; TIME;
D O I
10.3168/jds.2013-7560
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
The ability to monitor dairy cow feeding behavior and activity could improve dairy herd management. A 3-dimensional accelerometer (SensOor; Agis Automatisering BV, Harmelen, the Netherlands) has been developed that can be attached to ear identification tags. Based on the principle that behavior can be identified by ear movements, a proprietary model classifies sensor data as "ruminating," "eating," "resting," or "active." The objective of the study was to evaluate this sensor on accuracy and precision. First, a pilot evaluation of agreement between 2 independent observers, recording behavior from 3 cows for a period of approximately 9 h each, was performed. Second, to evaluate the sensor, the behavior of 15 cows was monitored both visually (VIS) and with the sensor (SENS), with approximately 20 h of registration per cow, evenly distributed over a 24-h period, excluding milking. Cows were chosen from groups of animals in different lactation stages and parities. Each minute of SENS and VIS data was classified into 1 of 9 categories (8 behaviors and 1 transition behavior) and summarized into 4 behavioral groups, namely ruminating, eating, resting, or active, which were analyzed by calculating kappa (K) values. For the pilot evaluation, a high level of agreement between observers was obtained, with K, values of >0.96 for all behavioral categories, indicating that visual observation provides a good standard. For the second trial, relationships between SENS and VIS were studied by K, values on a minute basis and Pearson correlation and concordance correlation coefficient analysis on behavior expressed as percentage of total registration time. Times spent ruminating, eating, resting, and active were 42.6, 15.9, 31.6, and 9.9% (SENS) respectively, and 42.1, 13.0, 30.0, and 14.9% (VIS), respectively. Overall K, for the comparison of SENS and VIS was substantial (0.78), with K, values of 0.85, 0.77, 0.86, and 0.47 for "ruminating," "eating," "resting," and "active," respectively. Pearson correlation and concordance correlation coefficients between SENS and VIS for "ruminating," "eating," "resting," and "active" were 0.93, 0.88, 0.98, and 0.73, and 0.93, 0.75, 0.97, and 0.35, respectively. In conclusion, the results provide strong evidence that the present ear sensor technology can be used to monitor ruminating and resting behavior of freestall-housed dairy cattle. Our results also suggest that this technology shows promise for monitoring eating behavior, whereas more work is needed to determine its suitability to monitor activity of dairy cattle.
引用
收藏
页码:2974 / 2979
页数:6
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