DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks

DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks

6 May 2023

Aditya Joglekar

Hongrui Chen

Papers citing "DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks"

6 / 6 papers shown

Title
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu L. Kara AI4CE 61 1 0 21 Feb 2025
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 17 7 0 17 May 2023
Concurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networks Hongrui Chen Aditya Joglekar Kate S. Whitefoot L. Kara 3DPC 64 11 0 04 Oct 2022
Physics-informed neural networks with hard constraints for inverse design Lu Lu R. Pestourie Wenjie Yao Zhicheng Wang F. Verdugo Steven G. Johnson PINN 39 493 0 09 Feb 2021
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
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications E. Samaniego C. Anitescu S. Goswami Vien Minh Nguyen-Thanh Hongwei Guo Khader M. Hamdia Timon Rabczuk X. Zhuang PINN AI4CE 145 1,338 0 27 Aug 2019