Journal of Knowledge Information Technology and Systems)

Hyun Jun Kim, Man Bok Park, Meong Hyun Lee
{"title":"Journal of Knowledge Information Technology and Systems)","authors":"Hyun Jun Kim, Man Bok Park, Meong Hyun Lee","doi":"10.30693/smj.2023.12.10.55","DOIUrl":null,"url":null,"abstract":"Innovation and change are occurring rapidly in the agriculture and livestock industry, and new technologies such as smart barns are being introduced, and data that can be used to control equipment is being collected by utilizing various sensors. However, there are various challenges in the operation of barns, and virtual sensor technology is needed to solve these challenges. In this paper, we define various data items and sensor data types used in livestock farms, study cases that utilize virtual sensors in other fields, and implement and design a virtual sensor system for the final smart livestock farm. MBE and EVRMSE were used to evaluate the finalized system and analyze performance indicators. As a result of collecting and managing data using virtual sensors, there was no obvious difference in data values from physical sensors, showing satisfactory results. By utilizing the virtual sensor system in smart livestock farms, innovation and efficiency improvement can be expected in various areas such as livestock operation and livestock health status monitoring. This paper proposes an innovative method of data collection and management by utilizing virtual sensor technology in the field of smart livestock, and has obtained important results in verifying its performance. As a future research task, we would like to explore the connection of digital livestock using virtual sensors.","PeriodicalId":249252,"journal":{"name":"Korean Institute of Smart Media","volume":"28 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Korean Institute of Smart Media","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.30693/smj.2023.12.10.55","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Innovation and change are occurring rapidly in the agriculture and livestock industry, and new technologies such as smart barns are being introduced, and data that can be used to control equipment is being collected by utilizing various sensors. However, there are various challenges in the operation of barns, and virtual sensor technology is needed to solve these challenges. In this paper, we define various data items and sensor data types used in livestock farms, study cases that utilize virtual sensors in other fields, and implement and design a virtual sensor system for the final smart livestock farm. MBE and EVRMSE were used to evaluate the finalized system and analyze performance indicators. As a result of collecting and managing data using virtual sensors, there was no obvious difference in data values from physical sensors, showing satisfactory results. By utilizing the virtual sensor system in smart livestock farms, innovation and efficiency improvement can be expected in various areas such as livestock operation and livestock health status monitoring. This paper proposes an innovative method of data collection and management by utilizing virtual sensor technology in the field of smart livestock, and has obtained important results in verifying its performance. As a future research task, we would like to explore the connection of digital livestock using virtual sensors.
知识信息技术与系统期刊)
农业和畜牧业的创新和变革日新月异,智能畜舍等新技术不断问世,利用各种传感器收集的数据可用于控制设备。然而,谷仓运行中存在各种挑战,需要虚拟传感器技术来解决这些挑战。本文定义了畜牧场使用的各种数据项和传感器数据类型,研究了在其他领域使用虚拟传感器的案例,并为最终的智能畜牧场实现和设计了虚拟传感器系统。我们使用 MBE 和 EVRMSE 评估最终确定的系统并分析性能指标。通过使用虚拟传感器收集和管理数据,数据值与物理传感器没有明显差异,结果令人满意。通过在智能畜牧场中使用虚拟传感器系统,可望在畜牧业运营和牲畜健康状况监测等多个领域实现创新并提高效率。本文提出了一种在智能畜牧业领域利用虚拟传感器技术进行数据收集和管理的创新方法,并在验证其性能方面取得了重要成果。作为未来的研究任务,我们希望利用虚拟传感器探索数字牲畜的连接。
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
自引率
0.00%
发文量
0
×
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