Title
From Data To Big Data In Production Research: The Past And Future Trends
Abstract
Data have been utilised in production research in meaningful ways for decades. Recent years have offered data in larger volumes and improved quality collected from diverse sources. The state-of-the-art data research in production and the emerging methodologies are discussed. The review of the literature suggests that production research enabled by data has shifted from that based on analytical models to data-driven. Manufacturing and data envelopment analysis have been the most popular application areas of data-driven methodologies. The research published to date indicates that data mining is becoming a dominant methodology in production research. Future trends and opportunities for data-driven production research are presented.
Year
DOI
Venue
2019
10.1080/00207543.2018.1443230
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH
Keywords
DocType
Volume
production, data, data mining, data-driven models, big data, smart manufacturing, data envelopment analysis, simulation
Journal
57
Issue
ISSN
Citations 
15-16
0020-7543
3
PageRank 
References 
Authors
0.39
42
2
Name
Order
Citations
PageRank
Yong-Hong Kuo143.46
A. Kusiak2724111.33