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母羊产前行为特征分析与识别—基于可穿戴检测装置构架
  • ISSN号:1003-188X
  • 期刊名称:《农机化研究》
  • 时间:0
  • 分类:S826.9[农业科学—畜牧学;农业科学—畜牧兽医] S24[农业科学—农业电气化与自动化;农业科学—农业工程]
  • 作者机构:[1]内蒙古农业大学机电工程学院,呼和浩特010018, [2]内蒙古师范大学物理与电子信息学院,呼和浩特010022
  • 相关基金:国家自然科学基金项目(61461042;11364029); 内蒙古自然科学基金项目(2012MS0720); 内蒙古“草原英才”产业创新人才团队项目(内组通字[2014]27号)
中文摘要:

准确获取母羊临产前行为活动方式及其规律对预测母羊分娩时间、判断其在分娩时是否需要提供人工助产具有重要的意义。目前,在大规模集约化养殖环境下大多依靠饲养员对母羊产前行为进行连续观察,耗时耗力,且主观性较大。为此,设计了一种基于可穿戴数据检测装置的母羊产前行为特征实时监测系统。该装置以单片机STM8为主控芯片,采用MPU6050三轴加速度传感器获取母羊产前行为数据,通过Wifi无线传输模块USR-C2 1 5将数据传输至上位机。利用K均值聚类算法对母羊产前3种行为(趴卧、行走、站立)进行特征分析与识别。试验表明:系统可以快速、准确的获取母羊产前行为的加速度信息,并对母羊的3种产前行为能够正确的分类识别,识别率为82.69%,能够满足母羊产前行为识别的要求。

英文摘要:

Acquiring the pattern and regularity of ewe' s behavior prior to delivery in real time has a great significance in predicting the delivery time of ewes and determining whether it needs to provide an artificial midwifery at birth. Presently,the ewe's behavior prior to delivery has been continuously observed by breeder under large-scale intensive farming envi- ronment, which not only time-consuming and labor-intensive but subjective. So a monitoring system of ewes" behavior prior to delivery based on a wearable data detection device was designed in this paper. In the designed device, STM8 the chip microcomputer was used as the core control unit and the 3-axis acceleration sensor MPU6050 was employed to de- tect the data of ewes" behavior prior to delivery, then the data was transmitted to the PC through the WiFi wireless trans- mission module USR-C215. The K-means clustering algorithm was adopted for analyzing and identifying the ewe' s three kinds of behaviors including lying, walking as well as standing. The tests showed that the system can acquire and transfer the ewe' s activity information in real time, and can correctly classify the behaviors prior to delivery. The accuracy can reach 82.69% , satisfied with the requirements of behavior identification for the ewes prior to delivery.

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期刊信息
  • 《农机化研究》
  • 北大核心期刊(2011版)
  • 主管单位:黑龙江省农业委员会
  • 主办单位:黑龙江省农业机械学会 黑龙江省农业机械工程科学研究院
  • 主编:李智
  • 地址:哈尔滨市南岗区哈平路156号
  • 邮编:150081
  • 邮箱:NJHYJ@VIP.SOHU.COM
  • 电话:0451-86662611
  • 国际标准刊号:ISSN:1003-188X
  • 国内统一刊号:ISSN:23-1233/S
  • 邮发代号:14-324
  • 获奖情况:
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  • 被引量:25747