Industry 4.0 road mapping: A fuzzy linguistic approach

Kerem Elibal, Eren Özceylan
{"title":"Industry 4.0 road mapping: A fuzzy linguistic approach","authors":"Kerem Elibal, Eren Özceylan","doi":"10.2174/2666294901666210713142801","DOIUrl":null,"url":null,"abstract":"\n\nThe industry 4.0 transition is becoming crucial for organizations. The literature reviewed showed that whilst there are many studies on industry 4.0 assessment that help organizations evaluate their current state, limited studies exist for road-mapping activities.\n\n\n\n\nThe main aim of this study is to construct a model that leads organizations to their fourth industrial revolution transition. Companies, especially small and medium-sized ones (SMEs), need clear, agile, and efficient road maps because of their limited resources. Lack of a procedure that guides organizations in the right way is the motivation of this study.\n\n\n\n\nA linguistic fuzzy inference system is used in this study. Concepts are determined, and relations between concepts with if-then rules have been constructed according to the expert opinion. MATLAB R2015a is used for the inference system.\n\n\n\n\n An exemplary case is considered, and the results show that the inference system can provide company-specific roadmaps. To which extend an industry 4.0 concept should be taken into account for a company can be seen with the proposed method.\n\n\n\n\nThe proposed method showed that specific and agile roadmaps could be obtained. Because of the dependency of expert opinion for the fuzzy rule base, different methods for obtaining rules and relations may be a future research direction.\n\n","PeriodicalId":436903,"journal":{"name":"Journal of Fuzzy Logic and Modeling in Engineering","volume":"114 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Fuzzy Logic and Modeling in Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2174/2666294901666210713142801","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

The industry 4.0 transition is becoming crucial for organizations. The literature reviewed showed that whilst there are many studies on industry 4.0 assessment that help organizations evaluate their current state, limited studies exist for road-mapping activities. The main aim of this study is to construct a model that leads organizations to their fourth industrial revolution transition. Companies, especially small and medium-sized ones (SMEs), need clear, agile, and efficient road maps because of their limited resources. Lack of a procedure that guides organizations in the right way is the motivation of this study. A linguistic fuzzy inference system is used in this study. Concepts are determined, and relations between concepts with if-then rules have been constructed according to the expert opinion. MATLAB R2015a is used for the inference system. An exemplary case is considered, and the results show that the inference system can provide company-specific roadmaps. To which extend an industry 4.0 concept should be taken into account for a company can be seen with the proposed method. The proposed method showed that specific and agile roadmaps could be obtained. Because of the dependency of expert opinion for the fuzzy rule base, different methods for obtaining rules and relations may be a future research direction.
工业4.0路线图:模糊语言方法
对企业来说,工业4.0转型正变得至关重要。文献综述表明,虽然有许多关于工业4.0评估的研究可以帮助组织评估其当前状态,但关于路线图绘制活动的研究有限。本研究的主要目的是构建一个引导组织向第四次工业革命过渡的模型。公司,特别是中小型企业(sme),由于资源有限,需要清晰、敏捷和高效的路线图。缺乏一个正确引导组织的程序是本研究的动机。本研究采用了语言模糊推理系统。确定概念,并根据专家意见构建具有if-then规则的概念之间的关系。推理系统采用MATLAB R2015a。通过实例分析,结果表明该推理系统可以为企业提供具体的路线图。从所提出的方法中可以看出,工业4.0概念的扩展应该考虑到公司。该方法表明,可以获得具体而敏捷的路线图。由于专家意见对模糊规则库的依赖性,采用不同的方法获取规则和关系可能是未来的研究方向。
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