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Efficient shallow Ritz method for 1D diffusion problems

delete2025-10-27
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PRE
AI
Z
Zhiqiang Cai
A
Anastassia Doktorova
R
Robert D. Falgout
C
César Herrera *
DOI:10.1016/j.camwa.2025.10.020delete
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Abstract

Abstract

En 中文
This paper studies the shallow Ritz method for solving the one-dimensional diffusion problem. It is shown that the shallow Ritz method improves the order of approximation dramatically for non-smooth problems. To realize this optimal or nearly optimal order of the shallow Ritz approximation, we develop a damped block Newton (dBN) method that alternates between updates of the linear and non-linear parameters. Per each iteration, the linear and the non-linear parameters are updated by exact inversion and one step of a modified, damped Newton method applied to a reduced non-linear system, respectively. The computational cost of each dBN iteration is O(n).

Journal

C
Computers and Mathematics with Applications
IF:
2.5
Papers:
369
Citations:
1.8W

Organization

L
Lawrence Livermore National Laboratory
Scholars:
6.0K
Papers: 3.8K
Citations: 9
P
Purdue University
Scholars:
2.7W
Papers: 2.1W
Citations: 147