Deep neural network enabled corrective source term approach to hybrid
analysis and modeling

Deep neural network enabled corrective source term approach to hybrid analysis and modeling

24 May 2021

Sindre Stenen Blakseth

Papers citing "Deep neural network enabled corrective source term approach to hybrid analysis and modeling"

14 / 14 papers shown

Title
Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution Omer San Adil Rasheed T. Kvamsdal 75 51 0 26 Mar 2021
Physics guided machine learning using simplified theories Suraj Pawar Omer San Burak Aksoylu Adil Rasheed T. Kvamsdal PINN AI4CE 117 106 0 18 Dec 2020
A Probabilistic Graphical Model Foundation for Enabling Predictive Digital Twins at Scale Michael G. Kapteyn Jacob V. R. Pretorius Karen E. Willcox 44 222 0 10 Dec 2020
The role of surrogate models in the development of digital twins of dynamic systems S. Chakraborty S. Adhikari R. Ganguli SyDa 33 104 0 25 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 284 42,038 0 03 Dec 2019
PPINN: Parareal Physics-Informed Neural Network for time-dependent PDEs Xuhui Meng Zhen Li Dongkun Zhang George Karniadakis PINN AI4CE 39 446 0 23 Sep 2019
Adversarial Attacks and Defenses in Images, Graphs and Text: A Review Han Xu Yao Ma Haochen Liu Debayan Deb Hui Liu Jiliang Tang Anil K. Jain AAML 62 673 0 17 Sep 2019
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey Naveed Akhtar Ajmal Mian AAML 64 1,862 0 02 Jan 2018
Adversarial Examples: Attacks and Defenses for Deep Learning Xiaoyong Yuan Pan He Qile Zhu Xiaolin Li SILM AAML 67 1,614 0 19 Dec 2017
Joint Gaussian Processes for Biophysical Parameter Retrieval D. Svendsen Luca Martino M. Campos-Taberner F. J. García-Haro Gustau Camps-Valls 23 49 0 14 Nov 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 45 2,116 0 11 Nov 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 301 14,196 0 23 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 940 149,474 0 22 Dec 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 188 14,831 1 21 Dec 2013