Modified Desirability Functions for Multiple Response Optimization
作者:
Del CastilloEnrique,
MontgomeryDouglas C.,
McCarvilleDaniel R.,
期刊:
Journal of Quality Technology
(Taylor Available online 1996)
卷期:
Volume 28,
issue 3
页码: 337-345
ISSN:0022-4065
年代: 1996
DOI:10.1080/00224065.1996.11979684
出版商: Taylor&Francis
关键词: Desirability;Optimization;Response Surface Methodology
数据来源: Taylor
摘要:
Desirability functions have been used extensively to simultaneously optimize several responses. Since the original formulation of these functions contains non-differentiable points, only search methods can be used to optimize the overall desirability response. Furthermore, all responses are treated as equally important. We present modified desirability functions that are everywhere differentiable so that more efficient gradient-based optimization methods can be used instead. The proposed functions have the extra flexibility of allowing the analyst to assign different priorities among the responses. The methodology is applied to a wire bonding process that occurs in semiconductor manufacturing, an industrial process where multiple responses are common.
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