TY - GEN
T1 - A grammar of design of experiments in computer simulation
AU - Yamada, Shu
PY - 2008
Y1 - 2008
N2 - Computer simulation plays an important role in modern technology development. In particular, it is used for exploring new methodology, examining developed technologies and so forth. Design of experiments can benefit from computer simulation because it is a series of techniques for performing experiments efficiently and the above-mentioned exploration and examination requires experimental results of simulation. This paper discusses the application of design of experiments to computer simulation as a grammar of design of experiments in computer simulation. Specifically, the grammar described in this paper includes techniques for validating a tentative model of response and factors, screening many factors to identify active factors and approximating the response function by active factors. Traditional approaches to design of experiments are partially useful for these areas. However, some of them cannot be solved by the traditional approaches because of the complexity resulting from computer simulation. Therefore, this paper also adopts a new approach to solve these problems.
AB - Computer simulation plays an important role in modern technology development. In particular, it is used for exploring new methodology, examining developed technologies and so forth. Design of experiments can benefit from computer simulation because it is a series of techniques for performing experiments efficiently and the above-mentioned exploration and examination requires experimental results of simulation. This paper discusses the application of design of experiments to computer simulation as a grammar of design of experiments in computer simulation. Specifically, the grammar described in this paper includes techniques for validating a tentative model of response and factors, screening many factors to identify active factors and approximating the response function by active factors. Traditional approaches to design of experiments are partially useful for these areas. However, some of them cannot be solved by the traditional approaches because of the complexity resulting from computer simulation. Therefore, this paper also adopts a new approach to solve these problems.
KW - Approximation of response function
KW - Composite design
KW - Fractional factorial design
KW - Screening factors
KW - Supersaturated design
KW - Uniform design
UR - http://www.scopus.com/inward/record.url?scp=84897994954&partnerID=8YFLogxK
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U2 - 10.1007/978-4-431-75232-5_7
DO - 10.1007/978-4-431-75232-5_7
M3 - Conference contribution
AN - SCOPUS:84897994954
SN - 9784431752318
T3 - The Grammar of Technology Development
SP - 85
EP - 103
BT - The Grammar of Technology Development
PB - Kluwer Academic Publishers
T2 - 2005 Workshop on the Grammar of Technology Development
Y2 - 15 January 2005 through 16 January 2005
ER -