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基于加速度傳感器的母豬產(chǎn)前行為特征采集與分析
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公益性行業(yè)(農(nóng)業(yè))科研專項(xiàng)資助項(xiàng)目(201003011);南京農(nóng)業(yè)大學(xué)青年科技基金資助項(xiàng)目(KJ2011021)


Acquisition and Analysis of Sows’Behavior before Farrowing Based on Acceleration Sensor
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    摘要:

    針對(duì)目前大規(guī)模集約化養(yǎng)殖對(duì)母豬分娩時(shí)間判斷主要靠飼養(yǎng)員對(duì)母豬產(chǎn)前行為連續(xù)觀察,,存在工作繁重,,可能由于疏忽而造成仔豬死亡等問(wèn)題,設(shè)計(jì)了一種基于三軸加速度傳感器和無(wú)線傳感網(wǎng)絡(luò)的母豬產(chǎn)前行為特征實(shí)時(shí)監(jiān)測(cè)系統(tǒng)。該系統(tǒng)利用無(wú)線加速度傳感器節(jié)點(diǎn)采集母豬產(chǎn)前運(yùn)動(dòng)信息,,根據(jù)不同行為的加速度曲線波動(dòng)性不同,基于K均值聚類算法對(duì)行為特征進(jìn)行識(shí)別分析,,并進(jìn)行實(shí)時(shí)顯示和3G無(wú)線傳輸,。試驗(yàn)表明:系統(tǒng)能夠快速采集和傳輸母豬運(yùn)動(dòng)信息,正確檢測(cè)出母豬躺臥,、站立,、吃料、筑窩等典型行為,,正確率為87.93%,,工作穩(wěn)定。

    Abstract:

    According to the existing problem of breeder continuous observing sows’behavior for sow farrowing judgment, working hard, piglet death due to negligence, monitoring system of sows’behavior before farrowing based on three axis acceleration sensor and WSN was designed. Sows’activities information was collected by using wireless acceleration sensor node. According to different acceleration curve volatility, behavior type was classified by K-means clustering algorithm, displayed real time and wireless transferred by 3G. The experiments showed that the system could acquire and transfer sows’activities information in no time, and the typical behaviors consist of lying, standing, eating and nesting were detected correctly. The accuracy was 87.93%. The system worked stably.

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劉龍申,沈明霞,姚文,陸明洲,楊曉靜,柏廣宇.基于加速度傳感器的母豬產(chǎn)前行為特征采集與分析[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(3):192-196,191. Liu Longshen, Shen Mingxia, Yao Wen, Lu Mingzhou, Yang Xiaojing, Bo Guangyu. Acquisition and Analysis of Sows’Behavior before Farrowing Based on Acceleration Sensor[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(3):192-196,191.

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  • 在線發(fā)布日期: 2013-02-25
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