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비중심합성계획을 이용한 순차적 실험방법에 관한 연구A Study on Sequential Design of Experiments Using Non-Central Composite Designs

Other Titles
A Study on Sequential Design of Experiments Using Non-Central Composite Designs
Authors
신병철변재현윤태홍
Issue Date
2021
Publisher
한국품질경영학회
Keywords
Sequential Experimentation; Factorial Design; Second-order Modelling; Follow-up Design; Non-central Composite Design
Citation
품질경영학회지, v.49, no.1, pp 31 - 45
Pages
15
Indexed
KCI
Journal Title
품질경영학회지
Volume
49
Number
1
Start Page
31
End Page
45
URI
https://scholarworks.gnu.ac.kr/handle/sw.gnu/4479
DOI
10.7469/JKSQM.2021.49.1.31
ISSN
1229-1889
2287-9005
Abstract
Purpose: A noncentral composite design method is to be developed to explore farther region for the first factorial design. A general guideline for sequential experimentation is provided. Methods: (1) A non-overlapping noncentral composite design (NNCD) is developed, in which the second facto rial design shares one design point that indicates the best response value in the first factorial design. (2) Four composite designs are compared in terms of the four design evaluation criteria, which are D-, A, G, and I-optimality. (3) A follow-up design strategy is suggested based on the interaction effect, direction of improvement, number of factors. Results: (1) NNCD and model building method are presented, which is useful for exploring farther region from first factorial design block. (2) The performances of the four composite designs are compared. (3) A follow-up design strategy is suggested. Conclusion: (1) NNCD will be useful to explore farther region for the first factorial design. (2) A follow-up design strategy can be beneficial to the experimental practitioners for product and process design and improvement.
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공과대학 (산업시스템공학부)
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