A Point-Cloud Deep Learning Framework for Prediction of Fluid Flow
Fields on Irregular Geometries

A Point-Cloud Deep Learning Framework for Prediction of Fluid Flow Fields on Irregular Geometries

15 October 2020

Leonidas J. Guibas

Papers citing "A Point-Cloud Deep Learning Framework for Prediction of Fluid Flow Fields on Irregular Geometries"

14 / 14 papers shown

Title
Machine learning for modelling unstructured grid data in computational physics: a review Sibo Cheng Marc Bocquet Weiping Ding Tobias S. Finn Rui Fu ... Yong Zeng Mingrui Zhang Hao Zhou Kewei Zhu Rossella Arcucci PINN AI4CE 104 0 0 13 Feb 2025
A Misleading Gallery of Fluid Motion by Generative Artificial Intelligence Ali Kashefi VGen 43 5 0 24 May 2024
WindSeer: Real-time volumetric wind prediction over complex terrain aboard a small UAV Florian Achermann Thomas Stastny Bogdan Danciu Andrey Kolobov Jen Jen Chung Roland Siegwart Nicholas R. J. Lawrance 17 2 0 18 Jan 2024
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics G. Bruni Md Tahmid Rahman Laskar Jimmy X. Huang AI4CE 20 0 0 06 Oct 2023
Multi-GPU Approach for Training of Graph ML Models on large CFD Meshes Sebastian Strönisch Maximilian Sander A. Knüpfer M. Meyer AI4CE 20 8 0 25 Jul 2023
Meta-Learning for Airflow Simulations with Graph Neural Networks Wenzhuo Liu Mouadh Yagoubi Marc Schoenauer AI4CE 19 0 0 18 Jun 2023
Physics-Informed Computer Vision: A Review and Perspectives C. Banerjee Kien Nguyen Clinton Fookes G. Karniadakis PINN AI4CE 30 27 0 29 May 2023
A graph convolutional autoencoder approach to model order reduction for parametrized PDEs F. Pichi B. Moya J. Hesthaven AI4CE 28 51 0 15 May 2023
Physics-constrained Unsupervised Learning of Partial Differential Equations using Meshes M. Michelis Robert K. Katzschmann AI4CE 21 1 0 30 Mar 2022
A robust single-pixel particle image velocimetry based on fully convolutional networks with cross-correlation embedded Qingsong Gao Hongtao Lin Han Tu Haoran Zhu R. Wei Guoping Zhang Xueming Shao 14 30 0 31 Oct 2021
Point-Cloud Deep Learning of Porous Media for Permeability Prediction Ali Kashefi T. Mukerji 3DPC AI4CE 10 34 0 18 Jul 2021
IDRLnet: A Physics-Informed Neural Network Library Wei Peng Jun Zhang Weien Zhou Xiaoyu Zhao W. Yao Xiaoqian Chen PINN AI4CE 25 15 0 09 Jul 2021
A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep Learning R. Sepasdar Anuj Karpatne Maryam Shakiba AI4CE 19 58 0 09 Apr 2021
Local Implicit Grid Representations for 3D Scenes C. Jiang Avneesh Sud A. Makadia Jingwei Huang Matthias Nießner Thomas Funkhouser 3DPC 214 558 0 19 Mar 2020