Browse > Article
http://dx.doi.org/10.3745/KTCCS.2014.3.10.383

Optimization Model for the Mixing Ratio of Coatings Based on the Design of Experiments Using Big Data Analysis  

Noh, Seong Yeo (부경대학교 기술경영협동과정)
Kim, Young-Jin (부경대학교 시스템경영공학부)
Publication Information
KIPS Transactions on Computer and Communication Systems / v.3, no.10, 2014 , pp. 383-392 More about this Journal
Abstract
The research for coatings is one of the most popular and active research in the polymer industry. For the coatings, electronics industry, medical and optical fields are growing more important. In particular, the trend is the increasing of the technical requirements for the performance and accuracy of the coatings by the development of automotive and electronic parts. In addition, the industry has a need of more intelligent and automated system in the industry is increasing by introduction of the IoT and big data analysis based on the environmental information and the context information. In this paper, we propose an optimization model for the design of experiments based coating formulation data objects using the Internet technologies and big data analytics. In this paper, the coating formulation was calculated based on the best data analysis is based on the experimental design, modify the operator with respect to the error caused based on the coating formulation used in the actual production site data and the corrected result data. Further optimization model to correct the reference value by leveraging big data analysis and Internet of things technology only existing coating formulation is applied as the reference data using a manufacturing environment and context information retrieval in color and quality, the most important factor in maintaining and was derived. Based on data obtained from an experiment and analysis is improving the accuracy of the combination data and making it possible to give a LOT shorter working hours per data. Also the data shortens the production time due to the reduction in the delivery time per treatment and It can contribute to cost reduction or the like defect rate reduced. Further, it is possible to obtain a standard data in the manufacturing process for the various models.
Keywords
Big Data; Design of Experiments; Mixing of Coatings; Data Optimization;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Apache Flume [Internet], http://flume.apache.org
2 Mark Beyer, Gartner Says Solving 'Big Data' Challenge Involves More Than Just Managing Volumes of Data, Gartner. Retrieved 13 July 2011. [Internet], http://www.gartner.com/it/ page. jsp?id=1731916.
3 Hong Keun Yoon, "Research on the Application Methods of Big Data within the Cultural Industry", Global Cultural Contents, Vol.10, pp.163-166.
4 Dhruba Borthakur, Apache Hadoop [Internet], http://hadoop.apache.org/
5 Ashton Kevin, That 'Internet of Things' Thing, in the real world things matter more than ideas, RFID Journal, 2009.
6 Douglas Laney, "3D Data Management: Controlling Data Volume, Velocity and Variety", META Group, Feb., 2001.
7 R Development Core Team. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, 2008.
8 Heewon Jeon, "Big Data Analysis with R: R Distributed Programming", Microsoftware, pp.186-193, Sep., 2011.
9 Lee, Kae Gil, "Statistical analysis using the MATLAB", Ajin, Seoul, 2013.
10 Hyeyoung Park, Kwanyong Lee, "Pattern Recognition and Machine Learning: From the ground up to take advantage of", Ehan Media, Goyang, 2011.
11 Jung, D. B. and Won, T. Y, Time series data and analysis of simplification I, Hannarae Publishing Group, Seoul, 2001.
12 Min-Hoi Koo, Jin-Woo Lee and Hoe-Cheol Cha, "CCM System Practical Technology Research for Laboratory Dyeing Machine", Korean Institute of Industrial Technology, 1993.
13 Kyung-Sook Woo and Young-Jeon Shin, "A systematic review of studies using time series analysis of health and welfare in Korea", Korean Data and Information Science Society, Vol.25, No.3, pp.579-599, 2014.   과학기술학회마을   DOI
14 Korea Institute of Science and Technology Information, Functional Inorganic Coatings, [Internet], http://mirian.kisti.re.kr/publication/view.jsp?record_no=155&cont_cd=KI
15 Analyst Anish Gaddam interviewed by Sue Bushell in Computerworld, on 24 July 2000 ("M-commerce key to ubiquitous internet").
16 Sung-Hyun Park, Jong Wook Kim, "Modern Design of Experiments using MINITAB", Minyoungsa, Seoul, 2011.
17 Stanley, J. C., "The Influence of Fisher's "The Design of Experiments" on Educational Research Thirty Years Later", American Educational Research Journal 3(3), pp.223-229, 1966.   DOI
18 Box, JF., "R. A. Fisher and the Design of Experiments, 1922-1926". The American Statistician 34(1), pp.1-7, Feb., 1980.
19 Yates, F., "Sir Ronald Fisher and the Design of Experiments". Biometrics 20(2), pp.307-321, June, 1964.   DOI