Assistance system for a bulk good system based on information fusion

Fernando Arévalo, Tin Nguyen, Andreas Schwung
{"title":"Assistance system for a bulk good system based on information fusion","authors":"Fernando Arévalo, Tin Nguyen, Andreas Schwung","doi":"10.1109/ETFA.2017.8247588","DOIUrl":null,"url":null,"abstract":"Industrial companies are constantly looking for methods to maintain a certain process efficiency and steady performance of their machines. Assistance systems support users in different applications such as driving, industrial expert systems, and physician assistance to achieve these objectives. This paper proposes an assistance system, which can support an operator by means of using the accumulated knowledge of process experts, and thus providing recommendations for improving the process performance. An architecture based on information fusion and rule-based programming is presented. The information fusion considers the Dempster-Shafer rule of combination, in order to fuse the process knowledge of different experts into a consolidated expertise. A rule-based approach serves as a way to combine the process knowledge with the machine data. The technical implementation considers an industrial communication protocol OPC-UA, which enables a data interface between the assistance system and the automation platform. This paper presents an application case to illustrate how the assistance system interacts with the process experts, as well as the assessment to the operator.","PeriodicalId":6522,"journal":{"name":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","volume":"17 1","pages":"1-8"},"PeriodicalIF":0.0000,"publicationDate":"2017-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ETFA.2017.8247588","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

Industrial companies are constantly looking for methods to maintain a certain process efficiency and steady performance of their machines. Assistance systems support users in different applications such as driving, industrial expert systems, and physician assistance to achieve these objectives. This paper proposes an assistance system, which can support an operator by means of using the accumulated knowledge of process experts, and thus providing recommendations for improving the process performance. An architecture based on information fusion and rule-based programming is presented. The information fusion considers the Dempster-Shafer rule of combination, in order to fuse the process knowledge of different experts into a consolidated expertise. A rule-based approach serves as a way to combine the process knowledge with the machine data. The technical implementation considers an industrial communication protocol OPC-UA, which enables a data interface between the assistance system and the automation platform. This paper presents an application case to illustrate how the assistance system interacts with the process experts, as well as the assessment to the operator.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于信息融合的大宗商品系统辅助系统
工业公司不断寻找方法来保持一定的工艺效率和机器的稳定性能。辅助系统支持不同应用的用户,如驾驶、工业专家系统和医生辅助,以实现这些目标。本文提出了一种辅助系统,该系统可以利用过程专家积累的知识来支持操作员,从而为改进过程性能提供建议。提出了一种基于信息融合和基于规则编程的系统架构。信息融合考虑Dempster-Shafer组合规则,将不同专家的过程知识融合为统一的专门知识。基于规则的方法是将流程知识与机器数据结合起来的一种方法。技术实现考虑了工业通信协议OPC-UA,实现了辅助系统与自动化平台之间的数据接口。本文给出了一个应用案例来说明辅助系统如何与过程专家进行交互,以及如何对操作员进行评估。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Towards Practical and Formal Security Risk Analysis of IoT (Internet of Things) Applications Modeling Misbehavior Detection Timeliness in VANETs Embedding Anomaly Detection Autoencoders for Wind Turbines The Beremiz PLC: Adding Support for Industrial Communication Protocols Using code generated by MATLAB for the Mold Level Control System of a Continuous Slab Caster in ArcelorMittal Gent
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1