126 98

Manufacturing data analytics using a virtual factory representation

Title
Manufacturing data analytics using a virtual factory representation
Author
신승준
Keywords
simulation applications; performance analysis; process modelling; CNC machining; production modelling; virtual factory; data analytics
Issue Date
2017-07
Publisher
TAYLOR & FRANCIS LTD
Citation
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, v. 55, no. 18, page. 5450-5464
Abstract
Large manufacturers have been using simulation to support decision-making for design and production. However, with the advancement of technologies and the emergence of big data, simulation can be utilised to perform and support data analytics for associated performance gains. This requires not only significant model development expertise, but also huge data collection and analysis efforts. This paper presents an approach within the frameworks of Design Science Research Methodology and prototyping to address the challenge of increasing the use of modelling, simulation and data analytics in manufacturing via reduction of the development effort. The use of manufacturing simulation models is presented as data analytics applications themselves and for supporting other data analytics applications by serving as data generators and as a tool for validation. The virtual factory concept is presented as the vehicle for manufacturing modelling and simulation. Virtual factory goes beyond traditional simulation models of factories to include multi-resolution modelling capabilities and thus allowing analysis at varying levels of detail. A path is proposed for implementation of the virtual factory concept that builds on developments in technologies and standards. A virtual machine prototype is provided as a demonstration of the use of a virtual representation for manufacturing data analytics.
URI
https://www.tandfonline.com/doi/full/10.1080/00207543.2017.1321799https://repository.hanyang.ac.kr/handle/20.500.11754/114882
ISSN
0020-7543; 1366-588X
DOI
10.1080/00207543.2017.1321799
Appears in Collections:
ETC[S] > 연구정보
Files in This Item:
Manufacturing data analytics using a virtual factory representation.pdfDownload
Export
RIS (EndNote)
XLS (Excel)
XML


qrcode

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

BROWSE