Additive Schwarz methods for semilinear elliptic problems with convex energy functionals: Convergence rate independent of nonlinearity

J Park - SIAM Journal on Scientific Computing, 2024 - SIAM
We investigate additive Schwarz methods for semilinear elliptic problems with convex
energy functionals, which have wide scientific applications. A key observation is that the …

On the linear convergence of additive Schwarz methods for the p-Laplacian

YJ Lee, J Park - IMA Journal of Numerical Analysis, 2024 - academic.oup.com
We consider additive Schwarz methods for boundary value problems involving the-
Laplacian. While existing theoretical estimates suggest a sublinear convergence rate for …

Additive Schwarz methods for fourth-order variational inequalities

J Park - Journal of Scientific Computing, 2024 - Springer
Fourth-order variational inequalities are encountered in various scientific and engineering
disciplines, including elliptic optimal control problems and plate obstacle problems. In this …

Additive Schwarz methods for convex optimization with backtracking

J Park - Computers & Mathematics with Applications, 2022 - Elsevier
This paper presents a novel backtracking strategy for additive Schwarz methods for general
convex optimization problems as an acceleration scheme. The proposed backtracking …

Fast Non-overlapping Domain Decomposition Methods for Continuous Multi-phase Labeling Problem

Z Zhang, H Chang, Y Duan - Journal of Scientific Computing, 2023 - Springer
This paper presents the domain decomposition methods (DDMs) for achieving fast parallel
computing on multi-core computers when dealing with the multi-phase labeling problem. To …

Fast Gradient Method for Low-Rank Matrix Estimation

H Li, Z Peng, C Pan, D Zhao - Journal of Scientific Computing, 2023 - Springer
Projected gradient descent and its Riemannian variant belong to a typical class of methods
for low-rank matrix estimation. This paper proposes a new Nesterov's Accelerated …

A Speed Restart Scheme for a Dynamical System with Hessian-Driven Damping and Three Constant Coefficients

H Guo, JJ Maulén, J Peypouquet - arXiv preprint arXiv:2412.06691, 2024 - arxiv.org
In this paper, we study a speed restart scheme for an inertial system with Hessian-driven
damping. We establish a linear convergence rate for the function values along the restarted …

Subspace correction methods for semicoercive and nearly semicoercive convex optimization with applications to nonlinear PDEs

YJ Lee, J Park - arXiv preprint arXiv:2412.17318, 2024 - arxiv.org
We present new convergence analyses for subspace correction methods for semicoercive
and nearly semicoercive convex optimization problems, generalizing the theory of singular …

An improved convergence analysis of additive Schwarz methods for the -Laplacian

YJ Lee, J Park - arXiv preprint arXiv:2210.09183, 2022 - arxiv.org
We consider additive Schwarz methods for boundary value problems involving the $ p $-
Laplacian. Although the existing theoretical estimates indicate a sublinear convergence rate …

A general decomposition method for a convex problem related to total variation minimization

S Hilb, A Langer - arXiv preprint arXiv:2211.00101, 2022 - arxiv.org
We consider sequential and parallel decomposition methods for a dual problem of a general
total variation minimization problem with applications in several image processing tasks, like …