Tackling the curse of dimensionality with physics-informed neural networks

Author:

Hu ZheyuanORCID,Shukla Khemraj,Karniadakis George EmORCID,Kawaguchi Kenji

Funder

Office of Naval Research

Air Force Office of Scientific Research

Government of Singapore Ministry of Education

US Department of Energy

Publisher

Elsevier BV

Reference67 articles.

1. Deep splitting method for parabolic PDEs;Beck;SIAM Journal on Scientific Computing,2021

2. Machine learning approximation algorithms for high-dimensional fully nonlinear partial differential equations and second-order backward stochastic differential equations;Beck;Journal of Nonlinear Science,2019

3. Overcoming the curse of dimensionality in the numerical approximation of high-dimensional semilinear elliptic partial differential equations;Beck,2020

4. Overcoming the curse of dimensionality in the numerical approximation of Allen–Cahn partial differential equations via truncated full-history recursive multilevel Picard approximations;Beck;Journal of Numerical Mathematics,2020

5. Numerical simulations for full history recursive multilevel Picard approximations for systems of high-dimensional partial differential equations;Becker,2020

Cited by 8 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

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