Abstract
We study local convergence of smoothing quasi-Newton methods for solving a system of nonsmooth (nondifferentiable) equations in ℝn. The feature of smoothing quasi-Newton methods is to use a smooth function to approximate the nonsmooth mapping and update the quasi-Newton matrix at each step. Convergence results are given under directional derivative consistence property. Without differentiability we establish a Dennis-Moré-type superlinear convergence theorem for smoothing quasi-Newton methods and we prove linear convergence of the smoothing Broyden method. Furthermore, we propose a superlinear convergent smoothing Newton-Broyden method without using the generalized Jacobian and the semismooth assumption. We illustrate the smoothing approach on box constrained variational inequalities.
Original language | English |
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Pages (from-to) | 105-126 |
Number of pages | 22 |
Journal | Journal of Computational and Applied Mathematics |
Volume | 80 |
Issue number | 1 |
DOIs | |
Publication status | Published - 1 Jan 1997 |
Externally published | Yes |
Keywords
- Nonsmooth equations
- Quasi-Newton method
- Smooth approximation
- Superlinear convergence
- Variational inequalities
ASJC Scopus subject areas
- Computational Mathematics
- Applied Mathematics