A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate

A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate

4 February 2021

Timon Rabczuk

Papers citing "A Deep Collocation Method for the Bending Analysis of Kirchhoff Plate"

10 / 10 papers shown

Title
Solving 2-D Helmholtz equation in the rectangular, circular, and elliptical domains using neural networks D. Veerababu Prasanta K. Ghosh 73 0 0 26 Mar 2025
Utilising physics-guided deep learning to overcome data scarcity Jinshuai Bai Laith Alzubaidi Qingxia Wang E. Kuhl Bennamoun Yuantong T. Gu PINN AI4CE 26 3 0 24 Nov 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 29 84 0 13 Apr 2022
Multi-Objective Loss Balancing for Physics-Informed Deep Learning Rafael Bischof M. Kraus PINN AI4CE 33 92 0 19 Oct 2021
Dynamic Mode Decomposition in Adaptive Mesh Refinement and Coarsening Simulations Gabriel F. Barros Malú Grave Alex Viguerie A. Reali A. Coutinho AI4CE 17 14 0 28 Apr 2021
Efficient training of physics-informed neural networks via importance sampling M. A. Nabian R. J. Gladstone Hadi Meidani DiffM PINN 71 222 0 26 Apr 2021
Exact imposition of boundary conditions with distance functions in physics-informed deep neural networks N. Sukumar Ankit Srivastava PINN AI4CE 41 241 0 17 Apr 2021
Analysis of three dimensional potential problems in non-homogeneous media with physics-informed deep collocation method using material transfer learning and sensitivity analysis Hongwei Guo X. Zhuang Pengwan Chen N. Alajlan Timon Rabczuk 19 57 0 03 Oct 2020
Stochastic analysis of heterogeneous porous material with modified neural architecture search (NAS) based physics-informed neural networks using transfer learning Hongwei Guo X. Zhuang Timon Rabczuk 20 82 0 03 Oct 2020
Performance Evaluation of Supervised Machine Learning Techniques for Efficient Detection of Emotions from Online Content M. Asghar F. Subhan Muhammad Imran Fazal Masud Kundi S. Shamshirband Amir H. Mosavi P. Csiba Annamária R. Várkonyi-Kóczy 17 47 0 05 Aug 2019