Graph Neural Network-based surrogate model for granular flows

9 May 2023

Papers citing "Graph Neural Network-based surrogate model for granular flows"

12 / 12 papers shown

Title
Emergence of Computational Structure in a Neural Network Physics Simulator Rohan Hitchcock Gary W. Delaney J. Manton Richard Scalzo Jingge Zhu 31 0 0 16 Apr 2025
MLPs and KANs for data-driven learning in physical problems: A performance comparison Raghav Pant Sikan Li Xingjian Li Hassan Iqbal Krishna Kumar AI4CE 50 0 0 15 Apr 2025
Towards scientific machine learning for granular material simulations -- challenges and opportunities Marc Fransen Andreas Fürst D. Tunuguntla Daniel N. Wilke Benedikt Alkin ... Takayuki Shuku WaiChing Sun T. Weinhart Dongwei Ye Hongyang Cheng AI4CE 34 1 0 01 Apr 2025
Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems Vinay Sharma Olga Fink AI4CE 52 1 0 13 Jan 2025
Machine Learning Aided Modeling of Granular Materials: A Review Mengqi Wang Krishna Kumar Y. T. Feng Tongming Qu Min Wang AI4CE 31 4 0 18 Oct 2024
Learning Differentiable Tensegrity Dynamics using Graph Neural Networks Nelson Chen Kun Wang William R. Johnson III Rebecca Kramer-Bottiglio Kostas Bekris Mridul Aanjaneya AI4CE 34 0 0 16 Oct 2024
Inverse analysis of granular flows using differentiable graph neural network simulator Yongjin Choi Krishna Kumar AI4CE 32 6 0 17 Jan 2024
Three-dimensional granular flow simulation using graph neural network-based learned simulator Yongjin Choi Krishna Kumar AI4CE 32 0 0 13 Nov 2023
Accelerating Particle and Fluid Simulations with Differentiable Graph Networks for Solving Forward and Inverse Problems Krishna Kumar Yonjin Choi AI4CE 32 6 0 23 Sep 2023
An Implicit GNN Solver for Poisson-like problems Matthieu Nastorg M. Bucci T. Faney J. Gratien Guillaume Charpiat Marc Schoenauer AI4CE 34 2 0 06 Feb 2023
Learning to Simulate Unseen Physical Systems with Graph Neural Networks Ce Yang Weihao Gao Di Wu Chong-Jun Wang PINN AI4CE 30 4 0 28 Jan 2022
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 283 1,401 0 01 Dec 2016