Active learning of deep surrogates for PDEs: Application to metasurface
design

Active learning of deep surrogates for PDEs: Application to metasurface design

24 August 2020

Thanh V. Nguyen

Steven G. Johnson

Papers citing "Active learning of deep surrogates for PDEs: Application to metasurface design"

9 / 9 papers shown

Title
Active Learning for Neural PDE Solvers Daniel Musekamp Marimuthu Kalimuthu David Holzmüller Makoto Takamoto Carlos Fernandez AI4CE 57 4 0 02 Aug 2024
A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems Hai V. Nguyen T. Bui-Thanh 39 2 0 09 Aug 2022
Physics-enhanced deep surrogates for partial differential equations R. Pestourie Youssef Mroueh Chris Rackauckas Payel Das Steven G. Johnson PINN AI4CE 25 15 0 10 Nov 2021
Failure-averse Active Learning for Physics-constrained Systems Cheolhei Lee Xing Wang Jianguo Wu Xiaowei Yue AI4CE 19 7 0 27 Oct 2021
Deep Convolutional Neural Networks to Predict Mutual Coupling Effects in Metasurfaces S. An B. Zheng M. Shalaginov H. Tang Hang Li ... K. Richardson T. Gu Juejun Hu Clayton Fowler Hualiang Zhang 11 60 0 02 Feb 2021
Multi-objective and categorical global optimization of photonic structures based on ResNet generative neural networks Jiaqi Jiang Jonathan A. Fan 32 35 0 20 Jul 2020
$Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks$ Freeform Diffractive Metagrating Design Based on Generative Adversarial Networks Jiaqi Jiang David Sell Stephan Hoyer Jason Hickey Jianji Yang Jonathan A. Fan 29 222 0 29 Nov 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,145 0 06 Jun 2015