Projects per year
Abstract
A recursive trust-region method is introduced for the solution of
bound-cons\-trained nonlinear nonconvex optimization problems for which a
hierarchy of descriptions exists. Typical cases are infinite-dimensional
problems for which the levels of the hierarchy correspond to discretization levels, from coarse to fine. The new method uses the infinity norm to define the shape of the trust region, which is well adapted to the handling of bounds and also to the use of successive coordinate minimization as a smoothing technique. Some numerical tests are presented to motivate a theoretical analysis showing convergence to first-order critical points irrespective of the given starting point.
Original language | English |
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Pages (from-to) | 827-861 |
Number of pages | 35 |
Journal | IMA Journal of Numerical Analysis |
Volume | 28 |
Issue number | 4 |
Publication status | Unpublished - 2008 |
Keywords
- nonlinear optimization
- Recursive methods
- convergence theory
- multilevel problems
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Dive into the research topics of 'A recursive trust-region method in infinity norm for bound-constrained nonlinear optimization'. Together they form a unique fingerprint.-
ADALGOPT: ADALGOPT - Advanced algorithms in nonlinear optimization
Sartenaer, A. (CoI) & Toint, P. (CoI)
1/01/87 → …
Project: Research Axis
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Use of algebraic multigrid techniques in constrained nonconvex optimization
Toint, P. (PI) & Weber Mendonca, M. (Researcher)
1/10/05 → 3/09/09
Project: PHD
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Multiscale nonlinear optimization
Sartenaer, A. (PI), Toint, P. (PI), Malmedy, V. (Researcher), Tomanos, D. (Researcher) & Weber Mendonca, M. (Researcher)
1/07/04 → 31/07/11
Project: Research
Student theses
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Multilevel optimization: convergence theory, algorithms and application to derivative-free optimization
Weber Mendonça, M. (Author)Toint, P. (Supervisor), Sartenaer, A. (President), Strodiot, J.-J. (Jury), Gratton, S. (Jury) & Ulbrich, M. (Jury), 3 Sept 2009Student thesis: Doc types › Doctor of Sciences
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Optimisation multiniveaux en norme infinie et critères d'arrêt associés
Mouffe, M. (Author)Toint, P. (Co-Supervisor), Gratton, S. (Co-Supervisor), Duff, I. (Jury), Kocvara, M. (Jury), Glineur, F. (Jury) & Sartenaer, A. (President), 10 Feb 2009Student thesis: Doc types › Doctor of Sciences
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