The use of trust region algorithms to exploit discrepancies in function computation time within optimization models

Citation
Sa. Nelson et Py. Papalambros, The use of trust region algorithms to exploit discrepancies in function computation time within optimization models, J MEC DESIG, 121(4), 1999, pp. 552-556
Citations number
14
Categorie Soggetti
Mechanical Engineering
Journal title
JOURNAL OF MECHANICAL DESIGN
ISSN journal
10500472 → ACNP
Volume
121
Issue
4
Year of publication
1999
Pages
552 - 556
Database
ISI
SICI code
1050-0472(199912)121:4<552:TUOTRA>2.0.ZU;2-K
Abstract
Computational models in engineering often use a range of analysis functions within the same optimization problem, from finite element models to analyt ical expressions. The computational expense of these models often differs b y orders of magnitude, and practical optimization algorithms should address this discrepancy. In this article, in an effort to reduce the number of ex pensive analyses, a technique is discussed for modifying trust region algor ithms to utilize the inexpensive functions directly when calculating iterat es. The technique is implemented with a trust region algorithm of Yuan and applied to valve event optimization of an internal combustion engine.