TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain

5 March 2020

Papers citing "TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain"

20 / 20 papers shown

Title
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu L. Kara AI4CE 63 1 0 21 Feb 2025
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 98 9 0 26 Apr 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 47 10 0 21 Mar 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 30 3 0 07 Feb 2024
Dynamically configured physics-informed neural network in topology optimization applications Ji-Cheng Yin Ziming Wen Shuhao Li Yaya Zhang Hu Wang AI4CE PINN 31 4 0 12 Dec 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 24 7 0 17 May 2023
IC classifier: a classifier for 3D industrial components based on geometric prior using GNN Zipeng Lin Zhenguo Nie 19 0 0 10 Mar 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design Lyle Regenwetter Akash Srivastava Dan Gutfreund Faez Ahmed 16 28 0 06 Feb 2023
Image-based Artificial Intelligence empowered surrogate model and shape morpher for real-time blank shape optimisation in the hot stamping process Hao Zhou Nan Li AI4CE 34 1 0 01 Dec 2022
Generative Transformers for Design Concept Generation Qihao Zhu Jianxi Luo AI4CE 11 48 0 07 Nov 2022
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 26 2 0 12 Sep 2022
Diffusion Models Beat GANs on Topology Optimization Franccois Mazé Faez Ahmed DiffM AI4CE 27 57 0 20 Aug 2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network A. Chandrasekhar Amir M. Mirzendehdel M. Behandish K. Suresh 31 29 0 07 May 2022
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames Lyle Regenwetter Colin Weaver Faez Ahmed AI4CE 24 17 0 25 Jan 2022
Deep Generative Models in Engineering Design: A Review Lyle Regenwetter A. Nobari Faez Ahmed 3DV AI4CE 29 175 0 21 Oct 2021
Activation Landscapes as a Topological Summary of Neural Network Performance Matthew Wheeler Jose J. Bouza Peter Bubenik 26 19 0 19 Oct 2021
De-homogenization using Convolutional Neural Networks M. O. Elingaard N. Aage J. A. Bærentzen Ole Sigmund 19 23 0 10 May 2021
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning M. Behzadi H. Ilies AI4CE 8 18 0 07 May 2021
Airfoil GAN: Encoding and Synthesizing Airfoils for Aerodynamic Shape Optimization Yuyang Wang K. Shimada A. Farimani 21 29 0 12 Jan 2021
Data-driven topology design using a deep generative model S. Yamasaki Kentaro Yaji K. Fujita AI4CE 8 27 0 08 Jun 2020