Development of a novel Bluetooth Low Energy device for proximity and location monitoring in grazing sheep

IF 4 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
A.M. Walker , N.N. Jonsson , A. Waterhouse , H. McDougall , F. Kenyon , A. McLaren , C. Morgan-Davies
{"title":"Development of a novel Bluetooth Low Energy device for proximity and location monitoring in grazing sheep","authors":"A.M. Walker ,&nbsp;N.N. Jonsson ,&nbsp;A. Waterhouse ,&nbsp;H. McDougall ,&nbsp;F. Kenyon ,&nbsp;A. McLaren ,&nbsp;C. Morgan-Davies","doi":"10.1016/j.animal.2024.101276","DOIUrl":null,"url":null,"abstract":"<div><p>Monitoring animal location and proximity can provide useful information on behaviour and activity, which can act as a health and welfare indicator. However, tools such as global navigation satellite systems (<strong>GNSS</strong>) can be costly, power−hungry and often heavy, thus not viable for commercial uptake in small ruminant systems. Developments in Bluetooth Low Energy (<strong>BLE</strong>) could offer another option for animal monitoring, however, BLE signal strength can be variable, and further information is needed to understand the relationship between signal strength and distance in an outdoor environment and assess factors which might affect its interpretation in on-animal scenarios. A calibration of a purpose-built device containing a BLE reader, alongside commercial BLE beacons, was conducted in a field environment to explore how signal strength changed with distance and investigate whether this was affected by device height, and thus animal behaviour. From this calibration, distance prediction equations were developed whereby beacon distance from a reader could be estimated based on signal strength. BLE as a means of localisation was then trialled, firstly using a multilateration approach to locate 16 static beacons within an ∼5 400 m2 section of paddock using 6 BLE readers, followed by an on-sheep validation where two localisation approaches were trialled in the localisation of a weaned lamb within ∼1.4 ha of adjoining paddocks, surrounded by nine BLE readers. Validation was conducted using 1 days’ worth of data from a lamb fitted with both a BLE beacon and separate GNSS device. The calibration showed a decline in signal strength with increasing beacon distance from a reader, with a reduced range and earlier decline in the proportion of beacons reported at lower reader and beacon heights. The distance prediction equations indicated a mean underestimation of 12.13 m within the static study, and mean underestimation of 1.59 m within the on-sheep validation. In the static beacon localisation study, the multilateration method produced a mean localisation error of 22.02 m, whilst in the on-sheep validation, similar mean localisation errors were produced by both methods – 19.00 m using the midpoint and 23.77 m using the multilateration method. Our studies demonstrate the technical feasibility of localising sheep in an outdoor environment using BLE technology; however, potential commercial application of such a system would require improvements in BLE range and accuracy.</p></div>","PeriodicalId":50789,"journal":{"name":"Animal","volume":"18 9","pages":"Article 101276"},"PeriodicalIF":4.0000,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1751731124002076/pdfft?md5=04c82c7d62d202acd6e73562ee35c0c9&pid=1-s2.0-S1751731124002076-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Animal","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1751731124002076","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURE, DAIRY & ANIMAL SCIENCE","Score":null,"Total":0}
引用次数: 0

Abstract

Monitoring animal location and proximity can provide useful information on behaviour and activity, which can act as a health and welfare indicator. However, tools such as global navigation satellite systems (GNSS) can be costly, power−hungry and often heavy, thus not viable for commercial uptake in small ruminant systems. Developments in Bluetooth Low Energy (BLE) could offer another option for animal monitoring, however, BLE signal strength can be variable, and further information is needed to understand the relationship between signal strength and distance in an outdoor environment and assess factors which might affect its interpretation in on-animal scenarios. A calibration of a purpose-built device containing a BLE reader, alongside commercial BLE beacons, was conducted in a field environment to explore how signal strength changed with distance and investigate whether this was affected by device height, and thus animal behaviour. From this calibration, distance prediction equations were developed whereby beacon distance from a reader could be estimated based on signal strength. BLE as a means of localisation was then trialled, firstly using a multilateration approach to locate 16 static beacons within an ∼5 400 m2 section of paddock using 6 BLE readers, followed by an on-sheep validation where two localisation approaches were trialled in the localisation of a weaned lamb within ∼1.4 ha of adjoining paddocks, surrounded by nine BLE readers. Validation was conducted using 1 days’ worth of data from a lamb fitted with both a BLE beacon and separate GNSS device. The calibration showed a decline in signal strength with increasing beacon distance from a reader, with a reduced range and earlier decline in the proportion of beacons reported at lower reader and beacon heights. The distance prediction equations indicated a mean underestimation of 12.13 m within the static study, and mean underestimation of 1.59 m within the on-sheep validation. In the static beacon localisation study, the multilateration method produced a mean localisation error of 22.02 m, whilst in the on-sheep validation, similar mean localisation errors were produced by both methods – 19.00 m using the midpoint and 23.77 m using the multilateration method. Our studies demonstrate the technical feasibility of localising sheep in an outdoor environment using BLE technology; however, potential commercial application of such a system would require improvements in BLE range and accuracy.

开发新型蓝牙低能耗设备,用于监测放牧羊群的距离和位置
监测动物的位置和距离可提供有关行为和活动的有用信息,这些信息可作为健康和福利指标。然而,全球导航卫星系统(GNSS)等工具成本高、耗电量大,而且往往很重,因此无法在小型反刍动物系统中进行商业应用。蓝牙低功耗(BLE)的发展为动物监测提供了另一种选择,但 BLE 信号强度可能会有变化,需要进一步了解信号强度与室外环境距离之间的关系,并评估可能影响其在动物应用场景中的解释的因素。我们在野外环境中对包含 BLE 阅读器的专用设备和商用 BLE 信标进行了校准,以探索信号强度随距离的变化情况,并研究这是否会受到设备高度以及动物行为的影响。根据校准结果,开发了距离预测方程,从而可以根据信号强度估算信标与读取器的距离。然后试用 BLE 作为定位手段,首先使用多方位定位方法,使用 6 个 BLE 阅读器在 5 400 平方米的围场内定位 16 个静态信标,然后进行羊群验证,在 9 个 BLE 阅读器的包围下,在 1.4 公顷的相邻围场内试用两种定位方法定位断奶羔羊。使用一只同时安装了 BLE 信标和独立 GNSS 设备的羔羊的 1 天数据进行了验证。校准结果表明,随着信标与读取器距离的增加,信号强度会下降,在较低的读取器和信标高度上,报告的信标比例会减少,范围也会提前下降。距离预测方程显示,在静态研究中平均低估了 12.13 米,在羊群验证中平均低估了 1.59 米。在静态信标定位研究中,多标定法产生的平均定位误差为 22.02 米,而在羊群验证中,两种方法产生的平均定位误差相似--使用中点法产生的误差为 19.00 米,使用多标定法产生的误差为 23.77 米。我们的研究证明了使用 BLE 技术在室外环境中对羊群进行定位的技术可行性;但是,这种系统的潜在商业应用需要 BLE 范围和精度的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Animal
Animal 农林科学-奶制品与动物科学
CiteScore
7.50
自引率
2.80%
发文量
246
审稿时长
3 months
期刊介绍: Editorial board animal attracts the best research in animal biology and animal systems from across the spectrum of the agricultural, biomedical, and environmental sciences. It is the central element in an exciting collaboration between the British Society of Animal Science (BSAS), Institut National de la Recherche Agronomique (INRA) and the European Federation of Animal Science (EAAP) and represents a merging of three scientific journals: Animal Science; Animal Research; Reproduction, Nutrition, Development. animal publishes original cutting-edge research, ''hot'' topics and horizon-scanning reviews on animal-related aspects of the life sciences at the molecular, cellular, organ, whole animal and production system levels. The main subject areas include: breeding and genetics; nutrition; physiology and functional biology of systems; behaviour, health and welfare; farming systems, environmental impact and climate change; product quality, human health and well-being. Animal models and papers dealing with the integration of research between these topics and their impact on the environment and people are particularly welcome.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信