Design of Experiments Application, Concepts, Examples: State of the Art

Benjamin Durakovic

Abstract


Design of Experiments (DOE) is statistical tool deployed in various types of system, process and product design, development and optimization. It is multipurpose tool that can be used in various situations such as design for comparisons, variable screening, transfer function identification, optimization and robust design. This paper explores historical aspects of DOE and provides state of the art of its application, guides researchers how to conceptualize, plan and conduct experiments, and how to analyze and interpret data including examples. Also this paper reveals that in past 20 years application of DOE have been growing rapidly in manufacturing as well as non-manufacturing industries. It was most popular tool in scientific areas of medicine, engineering, biochemistry, physics, computer science and counts about 50% of its applications compared to all other scientific areas.

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References


B. Duraković and H. Bašić, "Continuous Quality Improvement in Textile Processing by Statistical Process Control Tools: A Case Study of Medium-Sized Company," Periodicals of Engineering and Natural Sciences, vol. 1, no. 1, pp. 36-46, 2013.

F. Paulo and L. Santos, "Design of experiments for microencapsulation applications: A review," Materials Science and Engineering: C, vol. 77, no. August, pp. 1327-1340, 2017.

P. Yu, M. Y. Low and W. Zhou, "Design of experiments and regression modelling in food flavour and sensory analysis: A review," Trends in Food Science & Technology, vol. 71, no. January, pp. 202-215, 2018.

A. Schlueter and P. Geyer, "Linking BIM and Design of Experiments to balance architectural and technical design factors for energy performance," Automation in Construction, vol. 86, no. February , pp. 33-43, 2018.

B. Durakovic and M. Torlak, "Simulation and experimental validation of phase change material and water used as heat storage medium in window applications," J. of Mater. and Environ. Sci., vol. 8, no. 5, pp. 1837-1746, 2017.

D. B. Hibbert, "Experimental design in chromatography: A tutorial review," Journal of Chromatography B, vol. 910, no. Dec, pp. 2-13, 2012.

S. S. Garud, I. A. Karimi and M. Kraft, "Design of computer experiments: A review," Computers & Chemical Engineering, vol. 106, no. November, pp. 71-95, 2017.

J. K. Telford, "A Brief Introduction to Design of Experiments," Johns Hopkins APL Technical Digest, vol. 27, no. 3, pp. 224-232, 2007.

B. Durakovic, H. Bašić and H. Muhič, "The Interrelationships between quality managment practicies and their effects on innovation," in Trends in the Development of Machinery and Associated Technology, Budapest, 2014.

H. Guo and A. Mettas, "Design of Experiments and Data Analysis," in 2012 Annual Reliability and Maintainability Symposium.

B. Duraković and H. Bašić, "Textile Cutting Process Optimization Model Based On Six Sigma Methodology In A Medium-Sized Company," Journal of Trends in the Development of Machinery and Associated Technology, vol. 16, no. 1, pp. 107-110, 2012.

B. Durakovic and M. Torlak, "Experimental and numerical study of a PCM window model as a thermal energy storage unit," International Journal of Low-Carbon Technologies, vol. 12, no. 3, p. 272–280, 2017.

"Scopus," 2017. [Online]. Available: www.scopus.com. [Accessed September 2017].

D. Granato, V. M. d. A. Calado and B. Jarvis, "Observations on the use of statistical methods in Food Science and Technology," Food Research International, vol. 55, p. 137–149, 2014.

D. C. Montgomery, Statistical Quality Control, John Wiley, 2009.

D. C. Montgomery and G. C. Runger, Applied Statistics and Probability for Engineers, Willey, 2005.

D. C. Montgomery, Design and Analysis of Experiments, 5th edition, John Wiley and Sons, Inc. New York, 2001., 8 ed., John Wiley & Sons, Inc, 2013.

H. Bašić, B. Duraković and A. Softić, "Six Sigma Model Testing In Optimizing Medium-Sized Company Production Process," Journal of Trends in the Development of Machinery and Associated Technology, vol. 16, no. 1, pp. 103-106, 2012.

V. Okatia, A. Behzadmehra and S. Farsad, "Analysis of a solar desalinator (humidification–dehumidification cycle) including a compound system consisting of a solar humidifier and subsurface condenser using DoE," Desalination, vol. 397, no. November, pp. 9-21, 2016.




DOI: http://dx.doi.org/10.21533/pen.v5i3.145

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Copyright (c) 2018 Benjamin Durakovic

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.

ISSN: 2303-4521

Digital Object Identifier DOI: 10.21533/pen

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License