Abstract
In this paper, by means of an active-set strategy, we present a trust-region method for solving box-constrained nonsmooth equations. Nice properties of the proposed method include: (a) all iterates remain feasible; (b) the search direction, as adequate combination of the projected gradient direction and the trust-region direction, is an asymptotic Newton direction under mild conditions; (c) the subproblem of the proposed method, possessing the form of an unconstrained trust-region subproblem, can be solved by existing methods; (d) the subproblem of the proposed method is of reduced dimension, which is potentially cheaper when applied to solve large-scale problems. Under appropriate conditions, we establish global and local superlinear/quadratic convergence of the method. Preliminary numerical results are given.
Original language | English |
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Pages (from-to) | 601-625 |
Number of pages | 25 |
Journal | Journal of Optimization Theory and Applications |
Volume | 120 |
Issue number | 3 |
DOIs | |
Publication status | Published - 1 Mar 2004 |
Keywords
- Active-set strategy
- Global convergence
- Nonsmooth equations
- Superlinear/quadratic convergence
- Trust-region methods
ASJC Scopus subject areas
- Applied Mathematics
- Control and Optimization
- Management Science and Operations Research