Assessing accelerometer thresholds for cow behaviour detection in free stall barns: a statistical analysissis

Q3 Engineering
Simona Maria Carmela Porto, Marco Bonfanti, Dominga Mancuso, Giovanni Cascone
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引用次数: 1

Abstract

Monitoring daily cow behavioural activities of cows in livestock farms is strategic for improving the herd management. For this reason, IoT techniques and smart sensors are become the most common technological support in barns. The aim of this paper is to validate the use of predefined accelerometer thresholds in timely detecting of cow behavioural activities through the statistical analysis of the data acquired from accelerometers housed in collars. Applying ANOVA and TUKEY tests to the median of the accelerations measured with 4 Hz sampling, the behavioural activities analysed in this study, i.e., feeding, lying, rumination, were found to be discriminable along one or more axes. This could allow the implementation of threshold-based algorithms in the firmware of devices housed in the cow collars.
评估自由牛舍奶牛行为检测加速度计阈值:统计分析
监测畜牧场奶牛的日常行为活动对改善牛群管理具有战略意义。因此,物联网技术和智能传感器已成为牛舍中最常见的技术支持。本文旨在通过对安装在项圈中的加速度计获取的数据进行统计分析,验证使用预定义加速度计阈值及时检测奶牛行为活动的有效性。通过对4赫兹采样测量的加速度中位数进行方差分析和TUKEY检验,发现本研究分析的行为活动(即采食、卧地、反刍)可沿一个或多个轴进行区分。这样就可以在牛项圈装置的固件中实施基于阈值的算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Acta IMEKO
Acta IMEKO Engineering-Mechanical Engineering
CiteScore
2.50
自引率
0.00%
发文量
75
期刊介绍: The main goal of this journal is the enhancement of academic activities of IMEKO and a wider dissemination of scientific output from IMEKO TC events. High-quality papers presented at IMEKO conferences, workshops or congresses are seleted by the event organizers and the authors are invited to publish an enhanced version of their paper in this journal. The journal also publishes scientific articles on measurement and instrumentation not related to an IMEKO event.
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