TY - JOUR
T1 - Analysis of dynamic robust design experiments
AU - McCaskey, S. D.
AU - Tsui, K. L.
PY - 1997/6
Y1 - 1997/6
N2 - Robust design is an important method for improving product or manufacturing process design by making the output response insensitive (robust) to difficult-to-control variations (noise). Most of the robust design research in the literature focuses on problems with static responses. This paper investigates robust design problems with dynamic responses. For analysing robust design experiments with dynamic systems, Taguchi (1986) proposes a two-step procedure to identify the 'optimal' factor settings that minimize the average quadratic loss. In this paper we show that Taguchi's procedure is only appropriate under a multiplicative model. We develop the appropriate two-step procedure for dynamic systems under an additive model. The procedure reduces the dimension of the optimization problem and allows for future changes of the target slope without re-optimization. We illustrate the proposed procedure and Taguchi's procedure with real examples. We also discuss future research and extensions to general classes of models.
AB - Robust design is an important method for improving product or manufacturing process design by making the output response insensitive (robust) to difficult-to-control variations (noise). Most of the robust design research in the literature focuses on problems with static responses. This paper investigates robust design problems with dynamic responses. For analysing robust design experiments with dynamic systems, Taguchi (1986) proposes a two-step procedure to identify the 'optimal' factor settings that minimize the average quadratic loss. In this paper we show that Taguchi's procedure is only appropriate under a multiplicative model. We develop the appropriate two-step procedure for dynamic systems under an additive model. The procedure reduces the dimension of the optimization problem and allows for future changes of the target slope without re-optimization. We illustrate the proposed procedure and Taguchi's procedure with real examples. We also discuss future research and extensions to general classes of models.
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U2 - 10.1080/002075497195128
DO - 10.1080/002075497195128
M3 - RGC 21 - Publication in refereed journal
SN - 0020-7543
VL - 35
SP - 1561
EP - 1574
JO - International Journal of Production Research
JF - International Journal of Production Research
IS - 6
ER -