Physics and geometry informed neural operator network with application
to acoustic scattering

Physics and geometry informed neural operator network with application to acoustic scattering

2 June 2024

Timothy F. Walsh

Fabio Semperlotti

Papers citing "Physics and geometry informed neural operator network with application to acoustic scattering"

11 / 11 papers shown

Title
DeepONet-Grid-UQ: A Trustworthy Deep Operator Framework for Predicting the Power Grid's Post-Fault Trajectories Christian Moya Shiqi Zhang Meng Yue Guang Lin 50 43 0 15 Feb 2022
Simulating progressive intramural damage leading to aortic dissection using an operator-regression neural network Minglang Yin Ehsan Ban B. Rego Enrui Zhang C. Cavinato J. Humphrey George Karniadakis AI4CE 61 53 0 25 Aug 2021
Learning the solution operator of parametric partial differential equations with physics-informed DeepOnets Sizhuang He Hanwen Wang P. Perdikaris AI4CE 75 695 0 19 Mar 2021
Physics-informed neural networks with hard constraints for inverse design Lu Lu R. Pestourie Wenjie Yao Zhicheng Wang F. Verdugo Steven G. Johnson PINN 87 512 0 09 Feb 2021
A Physics-Informed Machine Learning Approach for Solving Heat Transfer Equation in Advanced Manufacturing and Engineering Applications N. Zobeiry K. D. Humfeld AI4CE 50 272 0 28 Sep 2020
Active learning of deep surrogates for PDEs: Application to metasurface design R. Pestourie Youssef Mroueh Thanh V. Nguyen Payel Das Steven G. Johnson AI4CE 45 73 0 24 Aug 2020
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators Lu Lu Pengzhan Jin George Karniadakis 200 2,108 0 08 Oct 2019
Physical Symmetries Embedded in Neural Networks M. Mattheakis P. Protopapas D. Sondak Marco Di Giovanni E. Kaxiras PINN 41 71 0 18 Apr 2019
Data Driven Governing Equations Approximation Using Deep Neural Networks Tong Qin Kailiang Wu D. Xiu PINN 62 272 0 13 Nov 2018
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 350 14,223 0 23 Feb 2016
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 148 2,796 0 20 Feb 2015