A Physics-Informed Neural Network Approach to Solution and Identification of Biharmonic Equations of Elasticity

Author:

Vahab Mohammad1,Haghighat Ehsan2ORCID,Khaleghi Maryam3ORCID,Khalili Nasser4

Affiliation:

1. Lecturer, School of Civil and Environmental Engineering, Univ. of New South Wales, Sydney, NSW 2052, Australia.

2. Research Affiliate, Dept. of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA 16343 (corresponding author). ORCID: .

3. Master Graduate, Dept. of Civil Engineering, Center of Excellence in Structures and Earthquake Engineering, Sharif Univ. of Technology, P.O. Box 11365-9313, Tehran, Iran. ORCID: .

4. Scientia Professor, School of Civil and Environmental Engineering, Univ. of New South Wales, Sydney, NSW 2052, Australia.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Mechanical Engineering,Mechanics of Materials

Reference69 articles.

1. Abadi M. et al. 2015. “TensorFlow: Large-scale machine learning on heterogeneous systems.” Accessed January 1 2018. https://www .tensorflow.org/.

2. On the strains in the interior of beams;Airy G. B.;Rep. Br. Assoc. Adv. Sci.,1862

3. Artificial Neural Network Methods for the Solution of Second Order Boundary Value Problems

4. A kd-tree-accelerated hybrid data-driven/model-based approach for poroelasticity problems with multi-fidelity multi-physics data

5. Learning data-driven discretizations for partial differential equations

Cited by 31 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. Interface PINNs (I-PINNs): A physics-informed neural networks framework for interface problems;Computer Methods in Applied Mechanics and Engineering;2024-09

2. Theory and implementation of inelastic Constitutive Artificial Neural Networks;Computer Methods in Applied Mechanics and Engineering;2024-08

3. A neuro‐computational study of viscous dissipation and nonlinear Arrhenius chemical kinetics during the hypodicarbonous acid‐based hybrid nanofluid flow past a Riga plate;ZAMM - Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik;2024-07-17

4. Physics-informed neural network for diffusive wave model;Journal of Hydrology;2024-06

5. Intelligent vehicle trajectory tracking control based on physics-informed neural network dynamics model;Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering;2024-04-23

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