On modified factorizations for large-scale linearly constrained optimization

Authors
Citation
Nim. Gould, On modified factorizations for large-scale linearly constrained optimization, SIAM J OPTI, 9(4), 1999, pp. 1041-1063
Citations number
39
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON OPTIMIZATION
ISSN journal
10526234 → ACNP
Volume
9
Issue
4
Year of publication
1999
Pages
1041 - 1063
Database
ISI
SICI code
1052-6234(1999)9:4<1041:OMFFLL>2.0.ZU;2-X
Abstract
We consider the algebraic issues concerning the solution of general, large- scale, linearly constrained nonlinear optimization problems. Particular att ention is given to suitable methods for solving the linear systems that occ ur at each iteration of such methods. The main issue addressed is how to en sure that a quadratic model of the objective function is positive definite in the null-space of the constraints while neither adversely affecting the convergence of Newton's method nor incurring a significant computational ov erhead. Numerical evidence to support the theoretical developments is provi ded.