Monitoring and Control of Unstructured Manufacturing Big Data

Cui, Yesheng and Kara, Sami and Chan, Ka C. ORCID: https://orcid.org/0000-0002-8756-2991 (2021) Monitoring and Control of Unstructured Manufacturing Big Data. In: IEEE International Conference on Industrial Engineering and Engineering Management (IEEM 2020), 14-17 Dec 2020, Singapore.

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Abstract

Unstructured manufacturing big data silos are challenging for enabling various data-driven applications such as digital threads and digital twins in manufacturing. The management of big data silos requires to address the issues of large volume, data inconsistency, data redundancy, information silos and data security. This research developed a systematic approach to managing data silos using the state of art big data software. Applying this approach in the product life cycle can control data silos, data consistency, redundancy, timely update and enable the automatic workflow of each system.


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Item Type: Conference or Workshop Item (Commonwealth Reporting Category E) (Paper)
Refereed: Yes
Item Status: Live Archive
Faculty/School / Institute/Centre: Historic - Faculty of Business, Education, Law and Arts - School of Management and Enterprise (1 Jul 2013 - 17 Jan 2021)
Faculty/School / Institute/Centre: Historic - Faculty of Business, Education, Law and Arts - School of Management and Enterprise (1 Jul 2013 - 17 Jan 2021)
Date Deposited: 04 Aug 2021 05:43
Last Modified: 18 Nov 2021 05:31
Uncontrolled Keywords: Big data, unstructured data, Industry 4.0
Fields of Research (2008): 08 Information and Computing Sciences > 0806 Information Systems > 080604 Database Management
08 Information and Computing Sciences > 0806 Information Systems > 080608 Information Systems Development Methodologies
08 Information and Computing Sciences > 0804 Data Format > 080499 Data Format not elsewhere classified
Fields of Research (2020): 46 INFORMATION AND COMPUTING SCIENCES > 4605 Data management and data science > 460503 Data models, storage and indexing
46 INFORMATION AND COMPUTING SCIENCES > 4609 Information systems > 460912 Knowledge and information management
Socio-Economic Objectives (2008): B Economic Development > 86 Manufacturing > 8699 Other Manufacturing > 869999 Manufacturing not elsewhere classified
Socio-Economic Objectives (2020): 24 MANUFACTURING > 2499 Other manufacturing > 249999 Other manufacturing not elsewhere classified
Identification Number or DOI: https://doi.org/10.1109/IEEM45057.2020.9309975
URI: http://eprints.usq.edu.au/id/eprint/43001

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