• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用运动敏感式瘤胃流量计和支持向量机识别反刍牛。

Identification of the Rumination in Cattle Using Support Vector Machines with Motion-Sensitive Bolus Sensors.

机构信息

Department of Electronic and Electrical Engineering, University of Strathclyde, Glasgow G1 1RD, UK.

Dairy Research and Innovation Centre, Scotland's Rural College DG1 4TA, UK.

出版信息

Sensors (Basel). 2019 Mar 7;19(5):1165. doi: 10.3390/s19051165.

DOI:10.3390/s19051165
PMID:30866541
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6427569/
Abstract

The reticuloruminal function is central to the digestive efficiency in ruminants. For cattle, collar- and ear tag-based accelerometer monitors have been developed to assess the time spent ruminating on an individual animal. Cattle that are ill feed less and so ruminate less, thus, the estimation of the time spent ruminating provides insights into the health of individual animals. pH boluses directly provide information on the reticuloruminal function within the rumen and extended (three hours or more) periods during which the ruminal pH value remains below 5.6 is an indicator that dysfunction and poor welfare are likely. Accelerometers, incorporated into the pH boluses, have been used to indicate changes in behaviour patterns (high/low activity), utilised to detect the onset of oestrus. The paper demonstrates for the first time that by processing the reticuloruminal motion, it is possible to recover rumination periods. Reticuloruminal motion energy and the time between reticuloruminal contractions are used as inputs to a Support Vector Machine (SVM) to identify rumination periods with an overall accuracy of 86.1%, corroborated by neck mounted rumination collars.

摘要

反刍功能是反刍动物消化效率的核心。对于牛,已经开发出基于项圈和耳标式的加速度计监测器,以评估个体动物反刍的时间。生病的牛吃得少,因此反刍也少,因此,估计反刍的时间可以深入了解个体动物的健康状况。pH 探头直接提供瘤胃内反刍功能的信息,在 pH 值持续低于 5.6 的三个小时或更长时间内,表明存在功能障碍和不良福利的可能性。加速度计被整合到 pH 探头中,用于指示行为模式(高/低活动)的变化,用于检测发情的开始。本文首次证明,通过处理反刍运动,可以恢复反刍期。反刍运动能量和反刍收缩之间的时间被用作支持向量机(SVM)的输入,以识别反刍期,总体准确率为 86.1%,这与颈部安装的反刍项圈的结果相符。

相似文献

1
Identification of the Rumination in Cattle Using Support Vector Machines with Motion-Sensitive Bolus Sensors.利用运动敏感式瘤胃流量计和支持向量机识别反刍牛。
Sensors (Basel). 2019 Mar 7;19(5):1165. doi: 10.3390/s19051165.
2
Evaluation of an indwelling bolus equipped with a triaxial accelerometer for the characterisation of the diurnal pattern of bovine reticuloruminal contractions.评估一种配备三轴加速度计的留置推注装置用于表征牛瘤胃网胃收缩的昼夜模式。
J Dairy Res. 2023 Feb 20:1-7. doi: 10.1017/S0022029923000134.
3
Rumination time and reticuloruminal temperature as possible predictors of dystocia in dairy cows.反刍时间和瘤网胃温度作为奶牛难产可能的预测指标。
J Dairy Sci. 2017 Feb;100(2):1568-1579. doi: 10.3168/jds.2016-11884. Epub 2016 Dec 14.
4
Biological implications of longevity in dairy cows: 1. Changes in feed intake, feeding behavior, and digestion with age.奶牛长寿的生物学意义:1. 随着年龄增长,采食量、采食行为和消化的变化。
J Dairy Sci. 2016 May;99(5):3457-3471. doi: 10.3168/jds.2015-10261. Epub 2016 Feb 28.
5
Evaluation of reticuloruminal pH measurements from individual cattle: Sampling strategies for the assessment of herd status.个体奶牛瘤网胃pH值测量的评估:评估牛群状况的采样策略。
Vet J. 2019 Jan;243:26-32. doi: 10.1016/j.tvjl.2018.11.006. Epub 2018 Nov 14.
6
Long-term reticuloruminal pH dynamics and markers of liver health in early-lactating cows of various parities fed diets differing in grain processing.不同胎次的初产奶牛饲喂不同谷物加工处理日粮时的长期瘤网胃pH动态变化及肝脏健康指标
J Dairy Sci. 2015 Sep;98(9):6433-48. doi: 10.3168/jds.2015-9522. Epub 2015 Jul 15.
7
Rumination and its relationship to feeding and lying behavior in Holstein dairy cows.反刍行为及其与荷斯坦奶牛采食和卧息行为的关系。
J Dairy Sci. 2012 Jun;95(6):3212-7. doi: 10.3168/jds.2011-4741.
8
Changes of ruminal pH, rumination activity and feeding behaviour during early lactation as affected by different energy and fibre concentrations of roughage in pluriparous dairy cows.经产奶牛早期泌乳期间,不同能量和纤维浓度的粗饲料对瘤胃pH值、反刍活动及采食行为的影响
Arch Anim Nutr. 2018 Dec;72(6):458-477. doi: 10.1080/1745039X.2018.1526535. Epub 2018 Oct 8.
9
Feature Selection and Comparison of Machine Learning Algorithms in Classification of Grazing and Rumination Behaviour in Sheep.基于机器学习算法的绵羊放牧和反刍行为分类中的特征选择与比较。
Sensors (Basel). 2018 Oct 19;18(10):3532. doi: 10.3390/s18103532.
10
Short communication: Risk of subacute ruminal acidosis affects the feed sorting behavior and milk production of early lactation cows.简讯:亚急性瘤胃酸中毒风险影响泌乳早期奶牛的饲料分拣行为和产奶量。
J Dairy Sci. 2019 Jan;102(1):652-659. doi: 10.3168/jds.2018-15064. Epub 2018 Nov 15.

引用本文的文献

1
Changes in ruminoreticular temperature and body activity in pregnant Hanwoo cows () after lumpy skin disease vaccination.患结节性皮肤病的怀孕韩牛()接种疫苗后瘤网胃温度和身体活动的变化。
J Anim Sci Technol. 2025 May;67(3):564-571. doi: 10.5187/jast.2024.e38. Epub 2025 May 31.
2
Wearable Collar Technologies for Dairy Cows: A Systematized Review of the Current Applications and Future Innovations in Precision Livestock Farming.奶牛可穿戴项圈技术:精准畜牧业当前应用与未来创新的系统综述
Animals (Basel). 2025 Feb 6;15(3):458. doi: 10.3390/ani15030458.
3
Effect of the Temperature-Humidity Index on the Productivity of Dairy Cows and the Correlation between the Temperature-Humidity Index and Rumen Temperature Using a Rumen Sensor.

本文引用的文献

1
Feature Selection and Comparison of Machine Learning Algorithms in Classification of Grazing and Rumination Behaviour in Sheep.基于机器学习算法的绵羊放牧和反刍行为分类中的特征选择与比较。
Sensors (Basel). 2018 Oct 19;18(10):3532. doi: 10.3390/s18103532.
2
Machine-learning-based calving prediction from activity, lying, and ruminating behaviors in dairy cattle.基于机器学习的奶牛活动、躺卧和反刍行为产犊预测。
J Dairy Sci. 2017 Jul;100(7):5664-5674. doi: 10.3168/jds.2016-11526. Epub 2017 May 10.
3
Minimized Bolus-Type Wireless Sensor Node with a Built-In Three-Axis Acceleration Meter for Monitoring a Cow's Rumen Conditions.
温湿度指数对奶牛生产性能的影响以及使用瘤胃传感器研究温湿度指数与瘤胃温度之间的相关性
Animals (Basel). 2024 Oct 3;14(19):2848. doi: 10.3390/ani14192848.
4
A New Approach to Recording Rumination Behavior in Dairy Cows.一种记录奶牛反刍行为的新方法。
Sensors (Basel). 2024 Aug 26;24(17):5521. doi: 10.3390/s24175521.
5
Automatic identification and analysis of multi-object cattle rumination based on computer vision.基于计算机视觉的多目标牛反刍自动识别与分析
J Anim Sci Technol. 2023 May;65(3):519-534. doi: 10.5187/jast.2022.e87. Epub 2023 May 31.
6
Comparative Studies on Electrodes for Rumen Bacteria Microbial Fuel Cells.瘤胃细菌微生物燃料电池电极的比较研究。
Sensors (Basel). 2023 Apr 21;23(8):4162. doi: 10.3390/s23084162.
7
DISubNet: Depthwise Separable Inception Subnetwork for Pig Treatment Classification Using Thermal Data.DISubNet:用于基于热数据的猪病治疗分类的深度可分离Inception子网
Animals (Basel). 2023 Mar 28;13(7):1184. doi: 10.3390/ani13071184.
8
Automatic assessment of dairy cows' rumen function over time and links to feed changes and milk production.随着时间推移对奶牛瘤胃功能进行自动评估以及与饲料变化和产奶量的关联。
JDS Commun. 2022 Feb 10;3(2):126-131. doi: 10.3168/jdsc.2021-0165. eCollection 2022 Mar.
9
Dairy Cattle Rumen Bolus Developments with Special Regard to the Applicable Artificial Intelligence (AI) Methods.奶牛瘤胃丸的发展及其在人工智能(AI)方法中的应用。
Sensors (Basel). 2022 Sep 8;22(18):6812. doi: 10.3390/s22186812.
10
Sensitivity and Specificity for the Detection of Clinical Mastitis by Automatic Milking Systems in Bavarian Dairy Herds.巴伐利亚奶牛场中自动挤奶系统检测临床型乳腺炎的敏感性和特异性
Animals (Basel). 2022 Aug 19;12(16):2131. doi: 10.3390/ani12162131.
用于监测奶牛瘤胃状况的内置三轴加速度计的最小化脉冲式无线传感器节点。
Sensors (Basel). 2017 Mar 27;17(4):687. doi: 10.3390/s17040687.
4
Differences between pH of indwelling sensors and the pH of fluid and solid phase in the rumen of dairy cows fed varying concentrate levels.不同精料水平饲喂的奶牛瘤胃中留置传感器的pH值与液相和固相pH值之间的差异。
J Anim Physiol Anim Nutr (Berl). 2018 Feb;102(1):343-349. doi: 10.1111/jpn.12675. Epub 2017 Jan 23.
5
Use of rumination and activity monitoring for the identification of dairy cows with health disorders: Part III. Metritis.利用反刍和活动监测识别患有健康障碍的奶牛:第三部分。子宫炎。
J Dairy Sci. 2016 Sep;99(9):7422-7433. doi: 10.3168/jds.2016-11352. Epub 2016 Jun 29.
6
Engineering to support wellbeing of dairy animals.工程学助力奶牛健康。
J Dairy Res. 2016 May;83(2):136-47. doi: 10.1017/S0022029916000261.
7
Technical note: Accuracy of an ear tag-attached accelerometer to monitor rumination and feeding behavior in feedlot cattle.技术说明:用于监测饲养场牛反刍和采食行为的耳标附着式加速度计的准确性
J Anim Sci. 2015 Jun;93(6):3164-8. doi: 10.2527/jas.2014-8802.
8
Feeding characteristics and rumination time of dairy cows around estrus.奶牛发情前后的采食特征及反刍时间
J Dairy Sci. 2015 Jan;98(1):148-54. doi: 10.3168/jds.2014-8025. Epub 2014 Nov 14.
9
Rumen transfaunation.瘤胃微生物移植
Immunol Lett. 2014 Dec;162(2 Pt A):69-76. doi: 10.1016/j.imlet.2014.05.009. Epub 2014 Sep 26.
10
Expression and detection of estrus in dairy cows: the role of new technologies.奶牛发情的表达与检测:新技术的作用
Animal. 2014 May;8 Suppl 1:134-43. doi: 10.1017/S1751731114000299. Epub 2014 Mar 28.