Machine Learning-Based Optimal Mesh Generation in Computational Fluid
Dynamics

Machine Learning-Based Optimal Mesh Generation in Computational Fluid Dynamics

25 February 2021

Papers citing "Machine Learning-Based Optimal Mesh Generation in Computational Fluid Dynamics"

13 / 13 papers shown

Title
Towards Universal Mesh Movement Networks Mingrui Zhang Chunyang Wang Stephan Kramer Joseph G. Wallwork Siyi Li Jiancheng Liu Xiang Chen M. Piggott AI4CE 40 1 0 29 Jun 2024
Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations Niklas Freymuth Philipp Dahlinger Tobias Würth P. Becker Aleksandar Taranovic Onno Grönheim Luise Kärger Gerhard Neumann AI4CE 43 1 0 20 Jun 2024
3DMeshNet: A Three-Dimensional Differential Neural Network for Structured Mesh Generation Jiaming Peng Xinhai Chen Jie Liu AI4CE 50 1 0 07 May 2024
Machine Learning Optimized Approach for Parameter Selection in MESHFREE Simulations Paulami Banerjee Mohan Padmanabha Chaitanya Sanghavi Isabel Michel Simone Gramsch AI4CE 48 1 0 20 Mar 2024
Improving Pseudo-Time Stepping Convergence for CFD Simulations With Neural Networks Anouk Zandbergen T. Noorden Alexander Heinlein 21 1 0 10 Oct 2023
Conformal Predictions Enhanced Expert-guided Meshing with Graph Neural Networks A. Nobari J. Rey S. Kodali Matthew Jones Faez Ahmed AI4CE 13 1 0 14 Aug 2023
Swarm Reinforcement Learning For Adaptive Mesh Refinement Niklas Freymuth Philipp Dahlinger Tobias Würth Simon Reisch Luise Kärger Gerhard Neumann 21 13 0 03 Apr 2023
MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics Cooper Lorsung A. Farimani AI4CE 23 0 0 02 Dec 2022
Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing Salah A. Faroughi N. Pawar C. Fernandes Maziar Raissi Subasish Das N. Kalantari S. K. Mahjour PINN AI4CE 27 48 0 14 Nov 2022
E2N: Error Estimation Networks for Goal-Oriented Mesh Adaptation Joseph G. Wallwork Jing Lu Mingrui Zhang M. Piggott 19 11 0 22 Jul 2022
Learning robust marking policies for adaptive mesh refinement A. Gillette B. Keith S. Petrides 25 11 0 13 Jul 2022
M2N: Mesh Movement Networks for PDE Solvers Wenbin Song Mingrui Zhang Joseph G. Wallwork Jun-ming Gao Zheng Tian ... M. Piggott Junqing Chen Zuoqiang Shi Xiang Chen Jun Wang AI4CE 27 18 0 24 Apr 2022
Predicting Mechanically Driven Full-Field Quantities of Interest with Deep Learning-Based Metamodels S. Mohammadzadeh Emma Lejeune AI4CE 25 28 0 24 Jul 2021