Levenberg-Marquardt dynamics associated to variational inequalities
Abstract
In connection with the optimization problem where is a proper, convex and lower semicontinuous function and and are convex and smooth functions defined on a real Hilbert space, we investigate the asymptotic behavior of the trajectories of the nonautonomous Levenberg-Marquardt dynamical system \begin{equation*}\left\{ \begin{array}{ll} v(t)\in\partial\Phi(x(t))\\ \lambda(t)\dot x(t) + \dot v(t) + v(t) + \nabla \Theta(x(t))+\beta(t)\nabla \Psi(x(t))=0, \end{array}\right.\end{equation*} where and are functions of time controlling the velocity and the penalty term, respectively. We show weak convergence of the generated trajectory to an optimal solution as well as convergence of the objective function values along the trajectories, provided is monotonically decreasing, satisfies a growth condition and a relation expressed via the Fenchel conjugate of is fulfilled. When the objective function is assumed to be strongly convex, we can even show strong convergence of the trajectories.
Cite
@article{arxiv.1603.04460,
title = {Levenberg-Marquardt dynamics associated to variational inequalities},
author = {Radu Ioan Bot and Ernö Robert Csetnek},
journal= {arXiv preprint arXiv:1603.04460},
year = {2016}
}
Comments
arXiv admin note: text overlap with arXiv:1512.04702