Exponential Convergence of Deep Operator Networks for Elliptic Partial Differential Equations

Author:

Marcati Carlo1ORCID,Schwab Christoph2

Affiliation:

1. Seminar for Applied Mathematics, ETH Zurich, Zurich, 8092, Switzerland. Current address: Dipartimento di Matematica “F. Casorati”, University of Pavia, Pavia, 27100, Italy.

2. Seminar for Applied Mathematics, ETH Zurich, Zurich, 8092, Switzerland.

Publisher

Society for Industrial & Applied Mathematics (SIAM)

Subject

Numerical Analysis,Applied Mathematics,Computational Mathematics

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation;Journal of Computational Physics;2024-09

2. Learning Homogenization for Elliptic Operators;SIAM Journal on Numerical Analysis;2024-08-02

3. Neural and spectral operator surrogates: unified construction and expression rate bounds;Advances in Computational Mathematics;2024-07-15

4. On the Training and Generalization of Deep Operator Networks;SIAM Journal on Scientific Computing;2024-07-01

5. PETScML: Second-Order Solvers for Training Regression Problems in Scientific Machine Learning;Proceedings of the Platform for Advanced Scientific Computing Conference;2024-06-03

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3