A link between the steepest descent method and fixed-point iterations

09/19/2021
by   Pascal Heid, et al.
0

We will make a link between the steepest descent method for an unconstrained minimisation problem and fixed-point iterations for its Euler-Lagrange equation. In this context, we shall rediscover the preconditioned nonlinear conjugate gradient method for the discretised problem. The benefit of the link between the two methods will be illustrated by a numerical experiment.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/10/2020

Chebyshev Inertial Iteration for Accelerating Fixed-Point Iterations

A novel method which is called the Chebyshev inertial iteration for acce...
research
07/05/2023

Euler-Bernoulli beams with contact forces: existence, uniqueness, and numerical solutions

In this paper, we investigate the Euler-Bernoulli fourth-order boundary ...
research
05/10/2022

Fixed-point iterations for several dissimilarity measure barycenters in the Gaussian case

In target tracking and sensor fusion contexts it is not unusual to deal ...
research
03/06/2020

Effective Response of Heterogeneous Materials using the Recursive Projection Method

This paper applies the Recursive Projection Method (RPM) to the problem ...
research
05/01/2020

Application of accelerated fixed-point algorithms to hydrodynamic well-fracture coupling

The coupled simulations of dynamic interactions between the well, hydrau...
research
02/26/2022

Fixed Point Iterations for SURE-based PSF Estimation for Image Deconvolution

Stein's unbiased risk estimator (SURE) has been shown to be an effective...
research
11/28/2017

An Overflow Free Fixed-point Eigenvalue Decomposition Algorithm: Case Study of Dimensionality Reduction in Hyperspectral Images

We consider the problem of enabling robust range estimation of eigenvalu...

Please sign up or login with your details

Forgot password? Click here to reset