Inexact Newton Methods for Solving Generalized Equations on Riemannian Manifolds
Numerical Analysis
2024-09-25 v3 Numerical Analysis
Optimization and Control
Abstract
The convergence of inexact Newton methods is studied for solving generalized equations on Riemannian manifolds by using the metric regularity property, which is also explored. Under appropriate conditions and without any additional geometric assumptions, local convergence results with linear and quadratic rates, as well as a semi-local convergence result, are obtained for the proposed method. Finally, the theory is applied to the problem of finding a singularity for the sum of two vector fields. In particular, the KKT system for the constrained Riemannian center of mass on the sphere is explored numerically.
Cite
@article{arxiv.2303.10554,
title = {Inexact Newton Methods for Solving Generalized Equations on Riemannian Manifolds},
author = {Mauricio S. Louzeiro and Gilson N. Silva and Jinyun Yuan and Daoping Zhang},
journal= {arXiv preprint arXiv:2303.10554},
year = {2024}
}
Comments
39 pages