Cost-driven parameter design

被引:23
|
作者
Moorhead, PR [1 ]
Wu, CFJ
机构
[1] Ford Motor Co, Dearborn, MI 48126 USA
[2] Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
关键词
adjustment factor; dispersion measure; general loss function; location measure; location-scale model; nominal-the-best parameter design;
D O I
10.2307/1270645
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Parameter design methodology has focused primarily on the quadratic loss function, which can often be solved by using a two-step procedure involving the minimization of a dispersion measure and then adjusting the mean to target. In some practical situations, however, the loss can be nonquadratic or highly skewed. By building on a theory of Leon and Wu, we develop a modeling and data-analysis strategy for a general loss function, in which the quality characteristic follows a location-scale model. The only difference from the two-step procedure just mentioned is the adjustment step, in which the mean is moved to that side of the target with lower cost. The technique is illustrated on an experiment involving epitaxial-layer growth in integrated-circuit fabrication.
引用
收藏
页码:111 / 119
页数:9
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