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
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.