Title
PINNs Algorithmic Framework for Simulation of Nonlinear Burgers' Type Models Ajeet Singh Ram Jiwari Vikram Ujjwal Saini PINN 16 0 0 15 Jun 2025
Solving engineering eigenvalue problems with neural networks using the Rayleigh quotient Conor Rowan John A. Evans K. Maute Alireza Doostan 29 0 0 04 Jun 2025
Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization Perspective Sizhuang He Ananyae Kumar Bhartari Bowen Li P. Perdikaris PINN 137 12 0 02 Feb 2025
PACMANN: Point Adaptive Collocation Method for Artificial Neural Networks Coen Visser Alexander Heinlein Bianca Giovanardi 109 1 0 29 Nov 2024
Physics aware machine learning for micromagnetic energy minimization: recent algorithmic developments Sebastian Schaffer T. Schrefl Harald Oezelt Norbert J Mauser Lukas Exl AI4CE 71 0 0 19 Sep 2024
PirateNets: Physics-informed Deep Learning with Residual Adaptive Networks Sizhuang He Bowen Li Yuhan Chen P. Perdikaris AI4CE PINN 160 36 0 01 Feb 2024
Machine learning and domain decomposition methods -- a survey A. Klawonn M. Lanser J. Weber AI4CE 59 9 0 21 Dec 2023
An Expert's Guide to Training Physics-informed Neural Networks Sizhuang He Shyam Sankaran Hanwen Wang P. Perdikaris PINN 100 108 0 16 Aug 2023
Error convergence and engineering-guided hyperparameter search of PINNs: towards optimized I-FENN performance Panos Pantidis Habiba Eldababy Christopher Miguel Tagle M. Mobasher 73 22 0 03 Mar 2023
Can Physics-Informed Neural Networks beat the Finite Element Method? T. G. Grossmann Urszula Julia Komorowska J. Latz Carola-Bibiane Schönlieb PINN AI4CE 106 93 0 08 Feb 2023
Application of machine learning regression models to inverse eigenvalue problems Nikolaos Pallikarakis Andreas Ntargaras 25 9 0 08 Dec 2022
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 130 99 0 15 Nov 2022
Partial Differential Equations Meet Deep Neural Networks: A Survey Shudong Huang Wentao Feng Chenwei Tang Jiancheng Lv AI4CE AIMat 77 21 0 27 Oct 2022
Data-driven synchronization-avoiding algorithms in the explicit distributed structural analysis of soft tissue G. Tong Daniele E. Schiavazzi 78 3 0 05 Jul 2022
State-of-the-Art Review of Design of Experiments for Physics-Informed Deep Learning Sourav Das S. Tesfamariam PINN AI4CE 84 20 0 13 Feb 2022
Physics-informed ConvNet: Learning Physical Field from a Shallow Neural Network Peng Shi Zhi Zeng Tianshou Liang AI4CE 60 23 0 26 Jan 2022
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next S. Cuomo Vincenzo Schiano Di Cola F. Giampaolo G. Rozza Maizar Raissi F. Piccialli PINN 138 1,305 0 14 Jan 2022
Predicting the spread of COVID-19 in Delhi, India using Deep Residual Recurrent Neural Networks S. Vadyala S. N. Betgeri 71 2 0 09 Oct 2021