Cloud-based big data analytics platform using algorithm templates for the manufacturing industry

ABSTRACT

Specialised knowledge on analytics algorithms is necessary to conduct a data analysis; thus, there are limits to how a manufacturing manager who is not a data analysis expert conducts analysis tasks. This study proposed a manufacturing-specialised data analytics algorithm template and a cloud-based big data analytics platform to resolve such a problem and to enable those not specialising in data analysis to perform analysis tasks. The manufacturing-specialised data analytics algorithm template is a concept in which data characteristics are considered according to manufacturing problems to systematically provide the pre-processing, data mining, and visualisation algorithms required for conducting analysis tasks. A cloud-based big data analytics platform is designed to use algorithm templates for analysis and is capable of not only storing and managing data per company but also creating analysis models and confirming results. The platform consists of the following: inter-connected middleware, data storage, a batch manager, a data analytics modeller, and an analysis engine. This study applied the proposed manufacturing-specialised data analytics algorithm template and cloud-based big data analytics platform to the machine problem-solving process executed by mobile phone component production companies. It also sought study limitations and offered development plans for future research.

KEYWORDS:

• Manufacturing-specialised data analytics algorithm template
• cloud
• big data analytics platform
• Hadoop

Disclosure statement

No potential conflict of interest was reported by the authors.

Additional information

Funding

This study has been conducted with the support of the Korea Institute of Industrial Technology as "Development of Intelligence Technologies based on Data Collection·Processing·Analysis for Quality Enhancement of Die-casting Processes(KITECH UR-18-0045)" and Ministry of Trade, Industry and Energy of Korea as "Development of Integrated Operational Technologies for Smart Factory Application with Manufacturing Big Data(10054508)"