NTopo: Mesh-free Topology Optimization using Implicit Neural
Representations

NTopo: Mesh-free Topology Optimization using Implicit Neural Representations

22 February 2021

B. Thomaszewski

Papers citing "NTopo: Mesh-free Topology Optimization using Implicit Neural Representations"

12 / 12 papers shown

Title
Explorable INR: An Implicit Neural Representation for Ensemble Simulation Enabling Efficient Spatial and Parameter Exploration Yi-Tang Chen Haoyu Li Neng Shi Xihaier Luo Wei-ping Xu Han-Wei Shen 39 0 0 01 Apr 2025
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu L. Kara AI4CE 63 1 0 21 Feb 2025
Neurally Integrated Finite Elements for Differentiable Elasticity on Evolving Domains Gilles Daviet Tianchang Shen Nicholas Sharp David I. W. Levin 112 0 0 12 Oct 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 25 3 0 07 Feb 2024
Differentiable Visual Computing for Inverse Problems and Machine Learning Andrew Spielberg Fangcheng Zhong Konstantinos Rematas Krishna Murthy Jatavallabhula Cengiz Öztireli Tzu-Mao Li Derek Nowrouzezahrai 38 7 0 21 Nov 2023
LiCROM: Linear-Subspace Continuous Reduced Order Modeling with Neural Fields Yue Chang Peter Yichen Chen Zhecheng Wang Maurizio M. Chiaramonte Kevin Carlberg E. Grinspun AI4CE 18 7 0 24 Oct 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 19 7 0 17 May 2023
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 22 2 0 12 Sep 2022
Gradient-based Bi-level Optimization for Deep Learning: A Survey Can Chen Xiangshan Chen Chen-li Ma Zixuan Liu Xue Liu 81 35 0 24 Jul 2022
$NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework$ NVIDIA SimNet^{TM}: an AI-accelerated multi-physics simulation framework O. Hennigh S. Narasimhan M. A. Nabian Akshay Subramaniam Kaustubh Tangsali M. Rietmann J. Ferrandis Wonmin Byeon Z. Fang S. Choudhry PINN AI4CE 91 126 0 14 Dec 2020
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 95 168 0 05 Mar 2020
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 278 1,400 0 01 Dec 2016