MODIFIED DESIRABILITY FUNCTIONS FOR MULTIPLE RESPONSE OPTIMIZATION

Citation
E. Delcastillo et al., MODIFIED DESIRABILITY FUNCTIONS FOR MULTIPLE RESPONSE OPTIMIZATION, Journal of quality technology, 28(3), 1996, pp. 337-345
Citations number
15
Categorie Soggetti
Operatione Research & Management Science","Engineering, Industrial
ISSN journal
00224065
Volume
28
Issue
3
Year of publication
1996
Pages
337 - 345
Database
ISI
SICI code
0022-4065(1996)28:3<337:MDFFMR>2.0.ZU;2-3
Abstract
Desirability functions have been used extensively to simultaneously op timize several responses. Since the original formulation of these func tions contains non-differentiable points, only search methods can be u sed to optimize the overall desirability response. Furthermore, all re sponses are treated as equally important. We present modified desirabi lity functions that are everywhere differentiable so that more efficie nt gradient-based optimization methods can be used instead. The propos ed functions have the extra flexibility of allowing the analyst to ass ign different priorities among the responses. The methodology is appli ed to a wire bonding process that occurs in semiconductor manufacturin g, an industrial process where multiple responses are common.